Identifying Transdiagnostic Mechanisms in Mental Health Using Computational Factor Modeling
Most psychiatric disorders do not occur in isolation, and most psychiatric symptom dimensions are not uniquely expressed within a single diagnostic category. Current treatments fail to work for around 25% to 40% of individuals, perhaps due at least in part to an overreliance on diagnostic categories...
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| Published in: | Biological psychiatry (1969) Vol. 93; no. 8; pp. 690 - 703 |
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| Main Authors: | , , |
| Format: | Journal Article |
| Language: | English |
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United States
Elsevier Inc
15.04.2023
Elsevier |
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| ISSN: | 0006-3223, 1873-2402, 1873-2402 |
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| Abstract | Most psychiatric disorders do not occur in isolation, and most psychiatric symptom dimensions are not uniquely expressed within a single diagnostic category. Current treatments fail to work for around 25% to 40% of individuals, perhaps due at least in part to an overreliance on diagnostic categories in treatment development and allocation. In this review, we describe ongoing efforts in the field to surmount these challenges and precisely characterize psychiatric symptom dimensions using large-scale studies of unselected samples via remote, online, and “citizen science” efforts that take a dimensional, mechanistic approach. We discuss the importance that efforts to identify meaningful psychiatric dimensions be coupled with careful computational modeling to formally specify, test, and potentially falsify candidate mechanisms that underlie transdiagnostic symptom dimensions. We refer to this approach, i.e., where symptom dimensions are identified and validated against computationally well-defined neurocognitive processes, as computational factor modeling. We describe in detail some recent applications of this method to understand transdiagnostic cognitive processes that include model-based planning, metacognition, appetitive processing, and uncertainty estimation. In this context, we highlight how computational factor modeling has been used to identify specific associations between cognition and symptom dimensions and reveal previously obscured relationships, how findings generalize to smaller in-person clinical and nonclinical samples, and how the method is being adapted and optimized beyond its original instantiation. Crucially, we discuss next steps for this area of research, highlighting the value of more direct investigations of treatment response that bridge the gap between basic research and the clinic. |
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| AbstractList | Most psychiatric disorders do not occur in isolation, and most psychiatric symptom dimensions are not uniquely expressed within a single diagnostic category. Current treatments fail to work for around 25% to 40% of individuals, perhaps due at least in part to an overreliance on diagnostic categories in treatment development and allocation. In this review, we describe ongoing efforts in the field to surmount these challenges and precisely characterize psychiatric symptom dimensions using large-scale studies of unselected samples via remote, online, and "citizen science" efforts that take a dimensional, mechanistic approach. We discuss the importance that efforts to identify meaningful psychiatric dimensions be coupled with careful computational modeling to formally specify, test, and potentially falsify candidate mechanisms that underlie transdiagnostic symptom dimensions. We refer to this approach, i.e., where symptom dimensions are identified and validated against computationally well-defined neurocognitive processes, as computational factor modeling. We describe in detail some recent applications of this method to understand transdiagnostic cognitive processes that include model-based planning, metacognition, appetitive processing, and uncertainty estimation. In this context, we highlight how computational factor modeling has been used to identify specific associations between cognition and symptom dimensions and reveal previously obscured relationships, how findings generalize to smaller in-person clinical and nonclinical samples, and how the method is being adapted and optimized beyond its original instantiation. Crucially, we discuss next steps for this area of research, highlighting the value of more direct investigations of treatment response that bridge the gap between basic research and the clinic. Most psychiatric disorders do not occur in isolation, and most psychiatric symptom dimensions are not uniquely expressed within a single diagnostic category. Current treatments fail to work for around 25% to 40% of individuals, perhaps due at least in part to an overreliance on diagnostic categories in treatment development and allocation. In this review, we describe ongoing efforts in the field to surmount these challenges and precisely characterize psychiatric symptom dimensions using large-scale studies of unselected samples via remote, online, and "citizen science" efforts that take a dimensional, mechanistic approach. We discuss the importance that efforts to identify meaningful psychiatric dimensions be coupled with careful computational modeling to formally specify, test, and potentially falsify candidate mechanisms that underlie transdiagnostic symptom dimensions. We refer to this approach, i.e., where symptom dimensions are identified and validated against computationally well-defined neurocognitive processes, as computational factor modeling. We describe in detail some recent applications of this method to understand transdiagnostic cognitive processes that include model-based planning, metacognition, appetitive processing, and uncertainty estimation. In this context, we highlight how computational factor modeling has been used to identify specific associations between cognition and symptom dimensions and reveal previously obscured relationships, how findings generalize to smaller in-person clinical and nonclinical samples, and how the method is being adapted and optimized beyond its original instantiation. Crucially, we discuss next steps for this area of research, highlighting the value of more direct investigations of treatment response that bridge the gap between basic research and the clinic.Most psychiatric disorders do not occur in isolation, and most psychiatric symptom dimensions are not uniquely expressed within a single diagnostic category. Current treatments fail to work for around 25% to 40% of individuals, perhaps due at least in part to an overreliance on diagnostic categories in treatment development and allocation. In this review, we describe ongoing efforts in the field to surmount these challenges and precisely characterize psychiatric symptom dimensions using large-scale studies of unselected samples via remote, online, and "citizen science" efforts that take a dimensional, mechanistic approach. We discuss the importance that efforts to identify meaningful psychiatric dimensions be coupled with careful computational modeling to formally specify, test, and potentially falsify candidate mechanisms that underlie transdiagnostic symptom dimensions. We refer to this approach, i.e., where symptom dimensions are identified and validated against computationally well-defined neurocognitive processes, as computational factor modeling. We describe in detail some recent applications of this method to understand transdiagnostic cognitive processes that include model-based planning, metacognition, appetitive processing, and uncertainty estimation. In this context, we highlight how computational factor modeling has been used to identify specific associations between cognition and symptom dimensions and reveal previously obscured relationships, how findings generalize to smaller in-person clinical and nonclinical samples, and how the method is being adapted and optimized beyond its original instantiation. Crucially, we discuss next steps for this area of research, highlighting the value of more direct investigations of treatment response that bridge the gap between basic research and the clinic. AbstractMost psychiatric disorders do not occur in isolation, and most psychiatric symptom dimensions are not uniquely expressed within a single diagnostic category. Current treatments fail to work for around 25% to 40% of individuals, perhaps due at least in part to an overreliance on diagnostic categories in treatment development and allocation. In this review, we describe ongoing efforts in the field to surmount these challenges and precisely characterize psychiatric symptom dimensions using large-scale studies of unselected samples via remote, online, and “citizen science” efforts that take a dimensional, mechanistic approach. We discuss the importance that efforts to identify meaningful psychiatric dimensions be coupled with careful computational modeling to formally specify, test, and potentially falsify candidate mechanisms that underlie transdiagnostic symptom dimensions. We refer to this approach, i.e., where symptom dimensions are identified and validated against computationally well-defined neurocognitive processes, as computational factor modeling. We describe in detail some recent applications of this method to understand transdiagnostic cognitive processes that include model-based planning, metacognition, appetitive processing, and uncertainty estimation. In this context, we highlight how computational factor modeling has been used to identify specific associations between cognition and symptom dimensions and reveal previously obscured relationships, how findings generalize to smaller in-person clinical and nonclinical samples, and how the method is being adapted and optimized beyond its original instantiation. Crucially, we discuss next steps for this area of research, highlighting the value of more direct investigations of treatment response that bridge the gap between basic research and the clinic. |
| Author | Robinson, Oliver J. Wise, Toby Gillan, Claire M. |
| Author_xml | – sequence: 1 givenname: Toby surname: Wise fullname: Wise, Toby organization: Department of Neuroimaging, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, United Kingdom – sequence: 2 givenname: Oliver J. surname: Robinson fullname: Robinson, Oliver J. organization: Neuroscience and Mental Health Group, Institute of Cognitive Neuroscience, University College London, London, United Kingdom – sequence: 3 givenname: Claire M. surname: Gillan fullname: Gillan, Claire M. email: claire.gillan@gmail.com, gillancl@tcd.ie organization: School of Psychology, Trinity College Dublin, Dublin 2, Ireland |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/36725393$$D View this record in MEDLINE/PubMed |
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| Cites_doi | 10.20982/tqmp.09.2.p079 10.1001/jamapsychiatry.2021.1844 10.1177/19485506211027794 10.1037/abn0000733 10.1073/pnas.2003094117 10.1162/jocn_a_01655 10.1371/journal.pone.0240858 10.1177/1362361313477919 10.1371/journal.pone.0094778 10.1017/S0033291721003871 10.1007/s10862-005-2404-x 10.7554/eLife.61387 10.1080/j.1440-1614.2003.01258.x 10.1016/j.jad.2020.05.156 10.1353/pbm.2021.0002 10.1016/j.neuron.2019.02.014 10.1017/S0033291717000964 10.1371/journal.pcbi.1007443 10.1016/j.brat.2012.02.004 10.1016/j.neuron.2011.02.027 10.1177/0734282911406653 10.1176/appi.ajp.2009.09020149 10.1016/j.cub.2020.10.043 10.1093/brain/awv307 10.1037/0003-066X.55.11.1247 10.1136/bmj.k4738 10.1038/s41467-022-31918-9 10.1016/j.tics.2011.11.009 10.1016/j.biopsych.2019.04.010 10.1037/0033-2909.133.1.1 10.1002/da.22367 10.1002/eat.23670 10.3389/fpsyt.2019.00639 10.1016/j.ijpsycho.2020.09.019 10.1038/nn.3981 10.1016/S0278-2626(03)00274-4 10.1371/journal.pbio.3001566 10.1016/j.tics.2016.01.007 10.1176/appi.ajp.2020.20060821 10.1523/JNEUROSCI.0031-21.2021 10.1016/j.biopsych.2018.06.018 10.1371/journal.pcbi.1006803 10.1038/s41398-022-01870-9 10.1038/s41562-021-01180-y 10.1007/s40473-021-00225-w 10.1016/j.cpr.2012.09.004 10.1016/j.biopsycho.2016.05.001 10.1176/appi.ajp.2011.10071062 10.1192/bjp.186.3.182 10.1176/appi.ajp.2012.12010014 10.1073/pnas.2009641117 10.1098/rstb.2012.0021 10.1037/ccp0000482 10.1016/j.psychres.2018.12.079 10.1002/da.20755 10.1016/j.biopsych.2017.04.019 10.1176/appi.ajp.2011.11010137 10.1037/xge0000505 10.5334/cpsy.67 10.1038/s41562-022-01455-y 10.1176/appi.ajp.2010.09091379 10.1037/1040-3590.7.3.300 10.1038/s41598-020-59646-4 10.1186/s12888-022-04462-5 10.1002/aur.1613 10.3758/s13415-015-0347-6 10.1176/appi.ajp.2015.14050594 10.1016/j.biopsych.2004.11.026 10.1038/s41598-021-84364-w 10.1126/science.aaf3700 10.1371/journal.pcbi.1005090 10.1016/j.biopsych.2017.12.017 10.1192/j.eurpsy.2020.57 10.1093/brain/awr059 10.1038/s41467-021-27046-5 10.1017/S0033291718004117 10.1038/s41380-021-01299-4 10.1016/j.euroneuro.2018.11.1102 10.1126/sciadv.abf9616 10.1038/npp.2008.141 10.1038/s41398-019-0602-7 10.1080/02699931.2019.1662373 10.1038/npp.2016.147 10.1176/appi.ajp.2020.19111153 10.1176/appi.ajp.2014.14040525 10.1016/j.biopsych.2009.06.021 10.1038/s41467-020-17977-w 10.1098/rstb.2011.0417 10.1016/j.biopsych.2011.12.027 10.1001/jamapsychiatry.2019.4971 10.3389/fpsyg.2015.00309 10.1038/mp.2014.44 10.1016/j.neuron.2018.10.002 10.1016/j.biopsych.2021.05.013 10.1371/journal.pone.0152592 10.1001/jamapsychiatry.2014.2206 10.1017/S0033291709990468 10.1001/jamapsychiatry.2017.1713 10.1037/abn0000164 10.1037/abn0000258 10.1146/annurev-neuro-101220-014053 10.1002/eat.23614 10.1016/j.cobeha.2021.02.007 10.1126/science.275.5306.1593 10.1038/nn.3961 10.1080/16506073.2016.1203354 10.1037/a0023678 10.1016/j.biopsych.2016.12.010 10.1038/s41386-021-00981-z 10.5334/cpsy.79 10.3389/fnhum.2014.00443 10.1016/j.biopsych.2013.02.002 10.1038/nrn3524 10.1016/j.biopsych.2014.06.005 10.1186/2045-5380-3-12 10.1371/journal.pcbi.1007341 10.1016/j.brat.2020.103786 10.1001/jamapsychiatry.2019.2998 10.7554/eLife.11305 10.1176/appi.ajp.2012.12091189 10.1098/rstb.1985.0010 10.1038/s41398-020-0702-4 10.1038/s41746-022-00576-y 10.1038/s41467-019-10301-1 10.1111/pcn.13279 10.1038/s41562-022-01346-2 10.5334/cpsy.58 |
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| Copyright | 2022 Society of Biological Psychiatry Society of Biological Psychiatry Copyright © 2022 Society of Biological Psychiatry. Published by Elsevier Inc. All rights reserved. 2022 Published by Elsevier Inc on behalf of Society of Biological Psychiatry. 2022 Society of Biological Psychiatry |
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| References | Fan, Gershman, Phelps (bib121) 2023; 7 Behrens, Muller, Whittington, Mark, Baram, Stachenfeld, Kurth-Nelson (bib135) 2018; 100 Gillan, Apergis-Schoute, Morein-Zamir, Urcelay, Sule, Fineberg (bib17) 2015; 172 Alvares, Balleine, Whittle, Guastella (bib24) 2016; 9 Brown, Chen, Gillan, Price (bib107) 2020; 5 Goodkind, Eickhoff, Oathes, Jiang, Chang, Jones-Hagata (bib95) 2015; 72 Dubois, Hauser (bib118) 2022; 13 Kelly, Sharot (bib116) 2021; 12 Crocker, Ricci-Cabello, Parker, Hirst, Chant, Petit-Zeman (bib104) 2018; 363 Gillan, Kalanthroff, Evans, Weingarden, Jacoby, Gershkovich (bib32) 2020; 77 Doll, Duncan, Simon, Shohamy, Daw (bib136) 2015; 18 Foerde, Daw, Rufin, Walsh, Shohamy, Steinglass (bib21) 2021; 33 Lee, Palacios, Richards, Hanlon, Lynch, Harty (bib100) 2023; 23 Fleming, Dolan, Frith (bib33) 2012; 367 Heller, Johnstone, Light, Peterson, Kolden, Kalin, Davidson (bib86) 2013; 170 Sajjadian, Lam, Milev, Rotzinger, Frey, Soares (bib99) 2021; 51 Suzuki, Yamashita, Katahira (bib49) 2021; 75 Alvares, Balleine, Guastella (bib23) 2014; 9 Evans, Lewis, Iobst (bib73) 2004; 55 Seow, Rouault, Gillan, Fleming (bib38) 2021; 90 Rouault, Fleming (bib142) 2020; 117 Hyman (bib3) 2021; 64 Wise, Dolan (bib68) 2020; 11 American Educational Research Association and American Psychological Association (bib131) 1999 Petitet, Scholl, Attaallah, Drew, Manohar, Husain (bib125) 2021; 11 Price, Gillan, Hanlon, Ferrarelli, Kim, Karim (bib71) 2021; 178 Greenberg, Chase, Almeida, Stiffler, Zevallos, Aslam (bib45) 2015; 172 Webb, Auerbach, Bondy, Stanton, Appleman, Pizzagalli (bib87) 2021; 6 Haslam (bib8) 2003; 37 Hoven, Denys, Rouault, Luigjes, van Holst (bib40) 2022 Rogers, Garey, Allan, Zvolensky (bib126) 2021; 136 Ersche, Gillan, Jones, Williams, Ward, Luijten (bib20) 2016; 352 Patzelt, Kool, Millner, Gershman (bib30) 2019; 85 Dickinson, Weiskrantz (bib134) 1985; 308 Fleming, Lau (bib140) 2014; 8 Gillan, Kosinski, Whelan, Phelps, Daw (bib29) 2016; 5 Gorka, Lieberman, Klumpp, Kinney, Kennedy, Ajilore (bib93) 2017; 47 Daw, Gershman, Seymour, Dayan, Dolan (bib133) 2011; 69 Seow, Benoit, Dempsey, Jennings, Maxwell, O’Connell, Gillan (bib31) 2021; 41 Geurts, de Wit (bib25) 2014; 18 Seow, Gillan (bib37) 2020; 10 Chase, Frank, Michael, Bullmore, Sahakian, Robbins (bib41) 2010; 40 Wells, Fisher, Myers, Wheatley, Patel, Brewin (bib76) 2012; 50 Eisenberg, Bissett, Zeynep Enkavi, Li, MacKinnon, Marsch, Poldrack (bib112) 2019; 10 Reiter, Atiya, Berwian, Huys (bib12) 2021; 38 Huys, Pizzagalli, Bogdan, Dayan (bib47) 2013; 3 Aylward, Hales, Robinson, Robinson (bib144) 2020; 50 Rutledge, Moutoussis, Smittenaar, Zeidman, Taylor, Hrynkiewicz (bib48) 2017; 74 Wise, Liu, Chowdhury, Dolan (bib137) 2021; 7 Morriss, Christakou, van Reekum (bib58) 2016; 121 Sebold, Nebe, Garbusow, Guggenmos, Schad, Beck (bib22) 2017; 82 Duyser, van Eijndhoven, Bergman, Collard, Schene, Tendolkar, Vrijsen (bib83) 2020; 274 Bach (bib111) 2022; 27 Fleming, Dolan (bib141) 2012; 367 Schulz, Rollwage, Dolan, Fleming (bib130) 2020; 117 Lawson, Bisby, Nord, Burgess, Rees (bib147) 2021; 31 Delorme, Salvador, Valabrègue, Roze, Palminteri, Vidailhet (bib28) 2016; 139 Schoenbaum, Chang, Lucantonio, Takahashi (bib75) 2016; 41 Suzuki, Yamashita, Katahira (bib123) 2019 Rouault, Seow, Gillan, Fleming (bib36) 2018; 84 Kahneman, Tversky (bib146) 2013; Volume 4 Daniel-Watanabe, McLaughlin, Gormley, Robinson (bib53) 2022; 7 Schmitt (bib15) 2011; 29 Smith, McCarthy (bib132) 1995; 7 Yong, Pearce (bib14) 2013; 9 Pike, Lowther, Robinson (bib110) 2021; 8 Scholl, Trier, Rushworth, Kolling (bib122) 2022; 20 Paulus, Huys, Maia (bib13) 2016; 1 Fu, Koutstaal, Fu, Poon, Cleare (bib34) 2005; 27 Brown, Gillan, Renard, Kaskie, Degutis, Wears (bib74) 2022; 131 Kotov, Krueger, Watson, Achenbach, Althoff, Bagby (bib10) 2017; 126 Locke, Robinson (bib51) 2021; 5 Grupe, Nitschke (bib54) 2013; 14 Gillan, Rutledge (bib115) 2021; 44 Grosskurth, Bach, Economides, Huys, Holper (bib69) 2019; 15 Brown, Zhu, Solway, Wang, McCurry, King-Casas, Chiu (bib44) 2021; 78 Kelley, Mhaonaigh, Burke, Whelan, Gillan (bib120) 2022; 5 Shahar, Hauser, Moutoussis, Moran, Keramati, Dolan (bib106) 2019; 15 Schultz, Dayan, Montague (bib143) 1997; 275 Dalgleish, Black, Johnston, Bevan (bib1) 2020; 88 Maj (bib4) 2005; 186 Neuser, Kraeutlein, Kuehnel, Teckentrup, Svaldi, Kroemer (bib114) 2021 Kool, Cushman, Gershman (bib113) 2016; 12 Armstrong, Olatunji (bib80) 2012; 32 Norbury, Robbins, Seymour (bib62) 2018; 7 Yu, Cao, Lin, Wang (bib129) 2022; 12 Carpenter, Sherman, Kievit, Seth, Lau, Fleming (bib77) 2019; 148 Pulcu, Shkreli, Holst, Woud, Craske, Browning, Reinecke (bib92) 2019; 86 Culbreth, Westbrook, Daw, Botvinick, Barch (bib27) 2016; 125 Wheaton, Gillan, Simpson (bib70) 2019; 273 Will, Moutoussis, Womack, Bullmore, Goodyer, Fonagy (bib128) 2020; 10 Browning, Kingslake, Dourish, Goodwin, Harmer, Dawson (bib89) 2019; 29 Pike, Tan, Ansari, Wing, Robinson (bib109) 2022 Voon, Derbyshire, Rück, Irvine, Worbe, Enander (bib19) 2015; 20 Zbozinek, Charpentier, Qi, Mobbs (bib63) 2021; 5 Harmer, O’Sullivan, Favaron, Massey-Chase, Ayres, Reinecke (bib79) 2009; 166 Gradin, Kumar, Waiter, Ahearn, Stickle, Milders (bib42) 2011; 134 Shahar, Hauser, Moran, Moutoussis, Bullmore, Dolan (bib119) 2021; 11 Mkrtchian, Valton, Roiser (bib108) 2021 Gillan, Papmeyer, Morein-Zamir, Sahakian, Fineberg, Robbins, de Wit (bib16) 2011; 168 Bar-Haim, Lamy, Pergamin, van Bakermans-Kranenburg, van IJzendoorn (bib81) 2007; 133 Castro-Rodrigues, Akam, Snorasson, Camacho, Paixão, Barahona-Corrêa (bib98) 2022; 6 Pizzagalli, Jahn, O’Shea (bib46) 2005; 57 Grillon, Chavis, Covington, Pine (bib94) 2009; 34 Robinson, Cools, Carlisi, Sahakian, Drevets (bib43) 2012; 169 Wise, Zbozinek, Charpentier, Michelini, Hagan, Mobbs (bib64) 2022 Browning, Bilderbeck, Dias, Dourish, Kingslake, Deckert (bib90) 2021; 46 Szasz, Hofmann, Heilman, Curtiss (bib91) 2016; 45 Seow, Benoit, Dempsey, Jennings, Maxwell, McDonough, Gillan (bib124) 2020; 158 Fried (bib6) 2015; 6 Markon, Chmielewski, Miller (bib7) 2011; 137 Robinson, Pike, Cornwell, Grillon (bib56) 2019; 90 Hartley, Phelps (bib59) 2012; 72 Sharp, Dolan, Eldar (bib97) 2021; 1–11 Browning, Behrens, Jocham, O’Reilly, Bishop (bib65) 2015; 18 Hoven, Lebreton, Engelmann, Denys, Luigjes, van Holst (bib35) 2019; 9 Barlow (bib55) 2000; 55 Engeler, Gilbert (bib78) 2020; 15 Yu, Lu, Gao, Shen, Liu, Li (bib127) 2022; 13 Freedman, Lewis, Michels, Pine, Schultz, Tamminga (bib5) 2013; 170 Love, Robinson (bib52) 2020; 34 Peckham, McHugh, Otto (bib82) 2010; 27 Hunter, Meer, Gillan, Hsu, Daw (bib117) 2022; 6 Burnette, Luzier, Bennett, Weisenmuller, Kerr, Martin (bib103) 2022; 55 Charpentier, Aylward, Roiser, Robinson (bib60) 2017; 81 Dichter, Felder, Petty, Bizzell, Ernst, Smoski (bib85) 2009; 66 Beck (bib84) 1979 Gillan, Otto, Phelps, Daw (bib138) 2015; 15 Moses-Payne, Rollwage, Fleming, Roiser (bib39) 2019; 10 Hales, Robinson, Houghton (bib50) 2016; 11 Gillan, Seow (bib11) 2020; 5 Robbins, Gillan, Smith, de Wit, Ersche (bib2) 2012; 16 Donegan, Gillan (bib105) 2022; 55 Morris, Quail, Griffiths, Green, Balleine (bib26) 2015; 77 Gagne, Zika, Dayan, Bishop (bib66) 2020; 9 Wise, Michely, Dayan, Dolan (bib67) 2019; 15 Ratcliff, Smith, Brown, McKoon (bib145) 2016; 20 Ahmari, Dougherty (bib72) 2015; 32 Insel, Cuthbert, Garvey, Heinssen, Pine, Quinn (bib9) 2010; 167 Vikbladh, Meager, King, Blackmon, Devinsky, Shohamy (bib139) 2019; 102 Chavanne, Robinson (bib57) 2021; 178 Lawrance, Gagne, O’Reilly, Bijsterbosch, Bishop (bib61) 2022; 6 Gillan, Morein-Zamir, Urcelay, Sule, Voon, Apergis-Schoute (bib18) 2014; 75 Berwian, Wenzel, Collins, Seifritz, Stephan, Walter, Huys (bib88) 2020; 77 Doucet, Janiri, Howard, O’Brien, Andrews-Hanna, Frangou (bib96) 2020; 63 Dercon, Mehrhof, Sandhu, Hitchcock, Lawson, Pizzagalli (bib101) 2022 Zorowitz, Niv, Bennett (bib102) 2021 Aylward (10.1016/j.biopsych.2022.09.034_bib144) 2020; 50 Bar-Haim (10.1016/j.biopsych.2022.09.034_bib81) 2007; 133 Lawrance (10.1016/j.biopsych.2022.09.034_bib61) 2022; 6 Wells (10.1016/j.biopsych.2022.09.034_bib76) 2012; 50 Haslam (10.1016/j.biopsych.2022.09.034_bib8) 2003; 37 Zorowitz (10.1016/j.biopsych.2022.09.034_bib102) 2021 Castro-Rodrigues (10.1016/j.biopsych.2022.09.034_bib98) 2022; 6 Huys (10.1016/j.biopsych.2022.09.034_bib47) 2013; 3 Gagne (10.1016/j.biopsych.2022.09.034_bib66) 2020; 9 Donegan (10.1016/j.biopsych.2022.09.034_bib105) 2022; 55 Fried (10.1016/j.biopsych.2022.09.034_bib6) 2015; 6 Kelley (10.1016/j.biopsych.2022.09.034_bib120) 2022; 5 Bach (10.1016/j.biopsych.2022.09.034_bib111) 2022; 27 Behrens (10.1016/j.biopsych.2022.09.034_bib135) 2018; 100 Evans (10.1016/j.biopsych.2022.09.034_bib73) 2004; 55 Wise (10.1016/j.biopsych.2022.09.034_bib64) 2022 Lawson (10.1016/j.biopsych.2022.09.034_bib147) 2021; 31 Gillan (10.1016/j.biopsych.2022.09.034_bib32) 2020; 77 Geurts (10.1016/j.biopsych.2022.09.034_bib25) 2014; 18 Dercon (10.1016/j.biopsych.2022.09.034_bib101) 2022 Seow (10.1016/j.biopsych.2022.09.034_bib37) 2020; 10 Gillan (10.1016/j.biopsych.2022.09.034_bib138) 2015; 15 Schoenbaum (10.1016/j.biopsych.2022.09.034_bib75) 2016; 41 Robbins (10.1016/j.biopsych.2022.09.034_bib2) 2012; 16 Reiter (10.1016/j.biopsych.2022.09.034_bib12) 2021; 38 Suzuki (10.1016/j.biopsych.2022.09.034_bib49) 2021; 75 Webb (10.1016/j.biopsych.2022.09.034_bib87) 2021; 6 Eisenberg (10.1016/j.biopsych.2022.09.034_bib112) 2019; 10 Harmer (10.1016/j.biopsych.2022.09.034_bib79) 2009; 166 Smith (10.1016/j.biopsych.2022.09.034_bib132) 1995; 7 Pulcu (10.1016/j.biopsych.2022.09.034_bib92) 2019; 86 Mkrtchian (10.1016/j.biopsych.2022.09.034_bib108) 2021 Will (10.1016/j.biopsych.2022.09.034_bib128) 2020; 10 Rutledge (10.1016/j.biopsych.2022.09.034_bib48) 2017; 74 Fleming (10.1016/j.biopsych.2022.09.034_bib141) 2012; 367 Shahar (10.1016/j.biopsych.2022.09.034_bib119) 2021; 11 Gillan (10.1016/j.biopsych.2022.09.034_bib16) 2011; 168 Wise (10.1016/j.biopsych.2022.09.034_bib67) 2019; 15 Maj (10.1016/j.biopsych.2022.09.034_bib4) 2005; 186 Dubois (10.1016/j.biopsych.2022.09.034_bib118) 2022; 13 Love (10.1016/j.biopsych.2022.09.034_bib52) 2020; 34 Engeler (10.1016/j.biopsych.2022.09.034_bib78) 2020; 15 Sajjadian (10.1016/j.biopsych.2022.09.034_bib99) 2021; 51 Daw (10.1016/j.biopsych.2022.09.034_bib133) 2011; 69 Seow (10.1016/j.biopsych.2022.09.034_bib31) 2021; 41 Gillan (10.1016/j.biopsych.2022.09.034_bib115) 2021; 44 Robinson (10.1016/j.biopsych.2022.09.034_bib43) 2012; 169 Hyman (10.1016/j.biopsych.2022.09.034_bib3) 2021; 64 Kelly (10.1016/j.biopsych.2022.09.034_bib116) 2021; 12 Chase (10.1016/j.biopsych.2022.09.034_bib41) 2010; 40 Suzuki (10.1016/j.biopsych.2022.09.034_bib123) Freedman (10.1016/j.biopsych.2022.09.034_bib5) 2013; 170 Culbreth (10.1016/j.biopsych.2022.09.034_bib27) 2016; 125 Ersche (10.1016/j.biopsych.2022.09.034_bib20) 2016; 352 Dichter (10.1016/j.biopsych.2022.09.034_bib85) 2009; 66 Shahar (10.1016/j.biopsych.2022.09.034_bib106) 2019; 15 Sebold (10.1016/j.biopsych.2022.09.034_bib22) 2017; 82 Grupe (10.1016/j.biopsych.2022.09.034_bib54) 2013; 14 Alvares (10.1016/j.biopsych.2022.09.034_bib23) 2014; 9 Gillan (10.1016/j.biopsych.2022.09.034_bib29) 2016; 5 Kotov (10.1016/j.biopsych.2022.09.034_bib10) 2017; 126 Grillon (10.1016/j.biopsych.2022.09.034_bib94) 2009; 34 Browning (10.1016/j.biopsych.2022.09.034_bib89) 2019; 29 Crocker (10.1016/j.biopsych.2022.09.034_bib104) 2018; 363 Seow (10.1016/j.biopsych.2022.09.034_bib38) 2021; 90 Carpenter (10.1016/j.biopsych.2022.09.034_bib77) 2019; 148 Rouault (10.1016/j.biopsych.2022.09.034_bib142) 2020; 117 Schultz (10.1016/j.biopsych.2022.09.034_bib143) 1997; 275 Scholl (10.1016/j.biopsych.2022.09.034_bib122) 2022; 20 American Educational Research Association and American Psychological Association (10.1016/j.biopsych.2022.09.034_bib131) 1999 Dickinson (10.1016/j.biopsych.2022.09.034_bib134) 1985; 308 Robinson (10.1016/j.biopsych.2022.09.034_bib56) 2019; 90 Browning (10.1016/j.biopsych.2022.09.034_bib65) 2015; 18 Kool (10.1016/j.biopsych.2022.09.034_bib113) 2016; 12 Doll (10.1016/j.biopsych.2022.09.034_bib136) 2015; 18 Paulus (10.1016/j.biopsych.2022.09.034_bib13) 2016; 1 Fu (10.1016/j.biopsych.2022.09.034_bib34) 2005; 27 Voon (10.1016/j.biopsych.2022.09.034_bib19) 2015; 20 Rogers (10.1016/j.biopsych.2022.09.034_bib126) 2021; 136 Gillan (10.1016/j.biopsych.2022.09.034_bib18) 2014; 75 Norbury (10.1016/j.biopsych.2022.09.034_bib62) 2018; 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| References_xml | – volume: 77 start-page: 77 year: 2020 end-page: 85 ident: bib32 article-title: Comparison of the association between goal-directed planning and self-reported compulsivity vs obsessive–compulsive disorder diagnosis publication-title: JAMA Psychiatry – volume: 64 start-page: 6 year: 2021 end-page: 28 ident: bib3 article-title: Psychiatric disorders: Grounded in human biology but not natural kinds publication-title: Perspect Biol Med – volume: 363 start-page: k4738 year: 2018 ident: bib104 article-title: Impact of patient and public involvement on enrolment and retention in clinical trials: Systematic review and meta-analysis publication-title: BMJ – volume: 134 start-page: 1751 year: 2011 end-page: 1764 ident: bib42 article-title: Expected value and prediction error abnormalities in depression and schizophrenia publication-title: Brain – volume: 15 start-page: 523 year: 2015 end-page: 536 ident: bib138 article-title: Model-based learning protects against forming habits publication-title: Cogn Affect Behav Neurosci – volume: 27 start-page: 243 year: 2005 end-page: 252 ident: bib34 article-title: Depression, confidence, and decision: Evidence against depressive realism publication-title: J Psychopathol Behav Assess – volume: 18 start-page: 767 year: 2015 end-page: 772 ident: bib136 article-title: Model-based choices involve prospective neural activity publication-title: Nat Neurosci – volume: 90 start-page: 436 year: 2021 end-page: 446 ident: bib38 article-title: How local and global metacognition shape mental health publication-title: Biol Psychiatry – volume: 74 start-page: 790 year: 2017 end-page: 797 ident: bib48 article-title: Association of neural and emotional impacts of reward prediction errors with major depression publication-title: JAMA Psychiatry – volume: 136 year: 2021 ident: bib126 article-title: Exploring transdiagnostic processes for chronic pain and opioid misuse among two studies of adults with chronic pain publication-title: Behav Res Ther – volume: 55 start-page: 278 year: 2022 end-page: 281 ident: bib105 article-title: New principles and new paths needed for online research in mental health: Commentary on Burnette et al. (2021) publication-title: Int J Eat Disord – volume: 7 start-page: 102 year: 2023 end-page: 113 ident: bib121 article-title: Trait somatic anxiety is associated with reduced directed exploration and underestimation of uncertainty publication-title: Nat Hum Behav – volume: 10 start-page: 1 year: 2020 end-page: 14 ident: bib128 article-title: Neurocomputational mechanisms underpinning aberrant social learning in young adults with low self-esteem publication-title: Transl Psychiatry – volume: 139 start-page: 605 year: 2016 end-page: 615 ident: bib28 article-title: Enhanced habit formation in Gilles de la Tourette syndrome publication-title: Brain – volume: 8 start-page: 443 year: 2014 ident: bib140 article-title: How to measure metacognition publication-title: Front Hum Neurosci – volume: 45 start-page: 479 year: 2016 end-page: 495 ident: bib91 article-title: Effect of regulating anger and sadness on decision-making publication-title: Cogn Behav Ther – year: 2021 ident: bib108 article-title: Reliability of decision-making and reinforcement learning computational parameters publication-title: bioRxiv – year: 2021 ident: bib114 article-title: Influenca: A gamified assessment of value-based decision-making for longitudinal studies publication-title: bioRxiv – volume: 10 start-page: 639 year: 2019 ident: bib39 article-title: Postdecision evidence integration and depressive symptoms publication-title: Front Psychiatry – volume: 20 year: 2022 ident: bib122 article-title: The effect of apathy and compulsivity on planning and stopping in sequential decision-making publication-title: PLoS Biol – volume: 167 start-page: 748 year: 2010 end-page: 751 ident: bib9 article-title: Research domain criteria (RDoC): Toward a new classification framework for research on mental disorders publication-title: Am J Psychiatry – year: 2022 ident: bib64 article-title: Computationally-defined markers of uncertainty aversion predict emotional responses during a global pandemic [published online Jun 6] publication-title: Emotion – volume: 121 start-page: 187 year: 2016 end-page: 193 ident: bib58 article-title: Nothing is safe: Intolerance of uncertainty is associated with compromised fear extinction learning publication-title: Biol Psychol – volume: 10 start-page: 2883 year: 2020 ident: bib37 article-title: Transdiagnostic phenotyping reveals a host of metacognitive deficits implicated in compulsivity publication-title: Sci Rep – volume: 40 start-page: 433 year: 2010 end-page: 440 ident: bib41 article-title: Approach and avoidance learning in patients with major depression and healthy controls: Relation to anhedonia publication-title: Psychol Med – volume: 13 start-page: 4542 year: 2022 ident: bib118 article-title: Value-free random exploration is linked to impulsivity [No. 1] publication-title: Nat Commun – volume: 32 start-page: 550 year: 2015 end-page: 562 ident: bib72 article-title: Dissecting Ocd circuits: From animal models to targeted treatments publication-title: Depress Anxiety – volume: 75 start-page: 277 year: 2021 end-page: 285 ident: bib49 article-title: Psychiatric symptoms influence reward-seeking and loss-avoidance decision-making through common and distinct computational processes publication-title: Psychiatry Clin Neurosci – volume: 100 start-page: 490 year: 2018 end-page: 509 ident: bib135 article-title: What is a cognitive map? Organizing knowledge for flexible behavior publication-title: Neuron – volume: 133 start-page: 1 year: 2007 end-page: 24 ident: bib81 article-title: Threat-related attentional bias in anxious and nonanxious individuals: A meta-analytic study publication-title: Psychol Bull – volume: 186 start-page: 182 year: 2005 end-page: 184 ident: bib4 article-title: ‘Psychiatric comorbidity’: An artefact of current diagnostic systems? publication-title: Br J Psychiatry – volume: 1 start-page: 386 year: 2016 end-page: 392 ident: bib13 article-title: A roadmap for the development of applied computational psychiatry publication-title: Biol Psychiatry Cogn Neurosci Neuroimaging – volume: 75 start-page: 631 year: 2014 end-page: 638 ident: bib18 article-title: Enhanced avoidance habits in obsessive–compulsive disorder publication-title: Biol Psychiatry – volume: 15 year: 2019 ident: bib67 article-title: A computational account of threat-related attentional bias publication-title: PLoS Comput Biol – volume: 66 start-page: 886 year: 2009 end-page: 897 ident: bib85 article-title: The effects of psychotherapy on neural responses to rewards in major depression publication-title: Biol Psychiatry – year: 1999 ident: bib131 article-title: National Council on Measurement publication-title: Standards for Educational and Psychological Testing – volume: 9 start-page: 79 year: 2013 end-page: 94 ident: bib14 article-title: A beginner’s guide to factor analysis: Focusing on exploratory factor analysis publication-title: TQMP – volume: 11 start-page: 4830 year: 2021 ident: bib125 article-title: The relationship between apathy and impulsivity in large population samples [No. 1] publication-title: Sci Rep – volume: 57 start-page: 319 year: 2005 end-page: 327 ident: bib46 article-title: Toward an objective characterization of an anhedonic phenotype: A signal-detection approach publication-title: Biol Psychiatry – volume: 41 start-page: 2966 year: 2016 end-page: 2976 ident: bib75 article-title: Thinking outside the box: Orbitofrontal cortex, imagination, and how we can treat addiction [No. 13] publication-title: Neuropsychopharmacology – volume: 137 start-page: 856 year: 2011 end-page: 879 ident: bib7 article-title: The reliability and validity of discrete and continuous measures of psychopathology: A quantitative review publication-title: Psychol Bull – volume: 9 start-page: 1 year: 2019 end-page: 18 ident: bib35 article-title: Abnormalities of confidence in psychiatry: an overview and future perspectives publication-title: Transl Psychiatry – volume: 12 year: 2016 ident: bib113 article-title: When does model-based control pay off? publication-title: PLoS Comput Biol – volume: 32 start-page: 704 year: 2012 end-page: 723 ident: bib80 article-title: Eye tracking of attention in the affective disorders: A meta-analytic review and synthesis publication-title: Clin Psychol Rev – volume: 5 start-page: 932 year: 2020 end-page: 934 ident: bib11 article-title: Carving out new transdiagnostic dimensions for research in mental health publication-title: Biol Psychiatry Cogn Neurosci Neuroimaging – volume: 172 start-page: 284 year: 2015 end-page: 293 ident: bib17 article-title: Functional neuroimaging of avoidance habits in obsessive-compulsive disorder publication-title: Am J Psychiatry – volume: 11 start-page: 1 year: 2021 end-page: 9 ident: bib119 article-title: Assigning the right credit to the wrong action: compulsivity in the general population is associated with augmented outcome-irrelevant value-based learning publication-title: Transl Psychiatry – year: 1979 ident: bib84 article-title: Cognitive Therapy and the Emotional Disorders – volume: 9 year: 2014 ident: bib23 article-title: Impairments in goal-directed actions predict treatment response to cognitive-behavioral therapy in social anxiety disorder publication-title: PLoS One – volume: 13 start-page: 626 year: 2022 end-page: 637 ident: bib127 article-title: Explaining individual differences in advantageous inequity aversion by social-affective trait dimensions and family environment publication-title: Soc Psychol Pers Sci – volume: 46 start-page: 1307 year: 2021 end-page: 1314 ident: bib90 article-title: The clinical effectiveness of using a predictive algorithm to guide antidepressant treatment in primary care (PReDicT): An open-label, randomised controlled trial [No. 7] publication-title: Neuropsychopharmacology – volume: 27 start-page: 1135 year: 2010 end-page: 1142 ident: bib82 article-title: A meta-analysis of the magnitude of biased attention in depression publication-title: Depress Anxiety – volume: 9 year: 2020 ident: bib66 article-title: Impaired adaptation of learning to contingency volatility in internalizing psychopathology publication-title: eLife – volume: 77 start-page: 513 year: 2020 end-page: 522 ident: bib88 article-title: Computational mechanisms of effort and reward decisions in patients with depression and their association with relapse after antidepressant discontinuation publication-title: JAMA Psychiatry – volume: 50 start-page: 237 year: 2020 end-page: 246 ident: bib144 article-title: Translating a rodent measure of negative bias into humans: The impact of induced anxiety and unmedicated mood and anxiety disorders publication-title: Psychol Med – volume: 6 start-page: 39 year: 2021 end-page: 49 ident: bib87 article-title: Reward-related neural predictors and mechanisms of symptom change in cognitive behavioral therapy for depressed adolescent girls publication-title: Biol Psychiatry Cogn Neurosci Neuroimaging – volume: 7 start-page: 300 year: 1995 end-page: 308 ident: bib132 article-title: Methodological considerations in the refinement of clinical assessment instruments publication-title: Psychol Assess – volume: 10 start-page: 2319 year: 2019 ident: bib112 article-title: Uncovering the structure of self-regulation through data-driven ontology discovery [No. 1] publication-title: Nat Commun – volume: 117 start-page: 31527 year: 2020 end-page: 31534 ident: bib130 article-title: Dogmatism manifests in lowered information search under uncertainty publication-title: Proc Natl Acad Sci U S A – volume: 37 start-page: 696 year: 2003 end-page: 704 ident: bib8 article-title: Categorical versus dimensional models of mental disorder: The taxometric evidence publication-title: Aust N Z J Psychiatry – volume: 88 start-page: 179 year: 2020 end-page: 195 ident: bib1 article-title: Transdiagnostic approaches to mental health problems: Current status and future directions publication-title: J Consult Clin Psychol – volume: 27 start-page: 154 year: 2022 end-page: 163 ident: bib111 article-title: Cross-species anxiety tests in psychiatry: Pitfalls and promises [No. 1] publication-title: Mol Psychiatry – volume: 367 start-page: 1338 year: 2012 end-page: 1349 ident: bib141 article-title: The neural basis of metacognitive ability publication-title: Philos Trans R Soc B Biol Sci – volume: 34 start-page: 964 year: 2009 end-page: 971 ident: bib94 article-title: Two-week treatment with the selective serotonin reuptake inhibitor citalopram reduces contextual anxiety but not cued fear in healthy volunteers: A fear-potentiated startle study [No. 4] publication-title: Neuropsychopharmacol – volume: 72 start-page: 305 year: 2015 end-page: 315 ident: bib95 article-title: Identification of a common neurobiological substrate for mental illness publication-title: JAMA Psychiatry – year: 2022 ident: bib109 article-title: Test–retest reliability of affective bias tasks publication-title: PsyArXiv – volume: 50 start-page: 367 year: 2012 end-page: 373 ident: bib76 article-title: Metacognitive therapy in treatment-resistant depression: A platform trial publication-title: Behav Res Ther – volume: 169 start-page: 152 year: 2012 end-page: 159 ident: bib43 article-title: Ventral striatum response during reward and punishment reversal learning in unmedicated major depressive disorder publication-title: Am J Psychiatry – volume: 3 start-page: 12 year: 2013 ident: bib47 article-title: Mapping anhedonia onto reinforcement learning: A behavioural meta-analysis publication-title: Biol Mood Anxiety Disord – volume: 41 start-page: 6539 year: 2021 end-page: 6550 ident: bib31 article-title: Model-based planning deficits in compulsivity are linked to faulty neural representations of task structure publication-title: J Neurosci – year: 2022 ident: bib101 article-title: A core component of psychological therapy causes adaptive changes in computational learning mechanisms publication-title: PsyArXiv – volume: 55 start-page: 220 year: 2004 end-page: 234 ident: bib73 article-title: The role of the orbitofrontal cortex in normally developing compulsive-like behaviors and obsessive–compulsive disorder publication-title: Brain Cogn – volume: 90 start-page: 1353 year: 2019 end-page: 1360 ident: bib56 article-title: The translational neural circuitry of anxiety publication-title: J Neurol Neurosurg Psychiatry – volume: 63 start-page: e57 year: 2020 ident: bib96 article-title: Transdiagnostic and disease-specific abnormalities in the default-mode network hubs in psychiatric disorders: A meta-analysis of resting-state functional imaging studies publication-title: Eur Psychiatry – volume: 275 start-page: 1593 year: 1997 end-page: 1599 ident: bib143 article-title: A neural substrate of prediction and reward publication-title: Science – volume: 77 start-page: 187 year: 2015 end-page: 195 ident: bib26 article-title: Corticostriatal control of goal-directed action is impaired in schizophrenia publication-title: Biol Psychiatry – volume: 170 start-page: 197 year: 2013 end-page: 206 ident: bib86 article-title: Relationships between changes in sustained fronto-striatal connectivity and positive affect in major depression resulting from antidepressant treatment publication-title: Am J Psychiatry – volume: 51 start-page: 2742 year: 2021 end-page: 2751 ident: bib99 article-title: Machine learning in the prediction of depression treatment outcomes: A systematic review and meta-analysis publication-title: Psychol Med – volume: 6 start-page: 309 year: 2015 ident: bib6 article-title: Problematic assumptions have slowed down depression research: Why symptoms, not syndromes are the way forward publication-title: Front Psychol – volume: 6 start-page: 146 year: 2022 end-page: 154 ident: bib117 article-title: Increased and biased deliberation in social anxiety publication-title: Nat Hum Behav – volume: 6 start-page: 1126 year: 2022 end-page: 1141 ident: bib98 article-title: Explicit knowledge of Task Structure Is the Primary Determinant of Human Model-Based Action publication-title: Nat Hum Behav – volume: 7 year: 2021 ident: bib137 article-title: Model-based aversive learning in humans is supported by preferential task state reactivation publication-title: Sci Adv – volume: 86 start-page: 397 year: 2019 end-page: 404 ident: bib92 article-title: The effects of the angiotensin II receptor antagonist losartan on appetitive versus aversive learning: A randomized controlled trial publication-title: Biol Psychiatry – volume: 166 start-page: 1178 year: 2009 end-page: 1184 ident: bib79 article-title: Effect of acute antidepressant administration on negative affective bias in depressed patients publication-title: AJP – volume: 47 start-page: 2450 year: 2017 end-page: 2460 ident: bib93 article-title: Reactivity to unpredictable threat as a treatment target for fear-based anxiety disorders publication-title: Psychol Med – volume: 72 start-page: 113 year: 2012 end-page: 118 ident: bib59 article-title: Anxiety and decision-making publication-title: Biol Psychiatry – volume: 16 start-page: 81 year: 2012 end-page: 91 ident: bib2 article-title: Neurocognitive endophenotypes of impulsivity and compulsivity: Towards dimensional psychiatry publication-title: Trends Cogn Sci – volume: 20 start-page: 260 year: 2016 end-page: 281 ident: bib145 article-title: Diffusion decision model: Current issues and history publication-title: Trends Cogn Sci – volume: 117 start-page: 27268 year: 2020 end-page: 27276 ident: bib142 article-title: Formation of global self-beliefs in the human brain publication-title: Proc Natl Acad Sci U S A – volume: 23 start-page: 25 year: 2023 ident: bib100 article-title: The Precision in Psychiatry (PIP) study: Testing an internet-based methodology for accelerating research in treatment prediction and personalisation publication-title: BMC Psychiatry – volume: 131 start-page: 287 year: 2022 end-page: 300 ident: bib74 article-title: A double-blind study assessing the impact of orbitofrontal theta burst stimulation on goal-directed behavior publication-title: J Psychopathol Clin Sci – volume: 9 start-page: 1285 year: 2016 end-page: 1293 ident: bib24 article-title: Reduced goal-directed action control in autism spectrum disorder publication-title: Autism Res – volume: 78 start-page: 1113 year: 2021 end-page: 1122 ident: bib44 article-title: Reinforcement learning disruptions in individuals with depression and sensitivity to symptom change following cognitive behavioral therapy publication-title: JAMA Psychiatry – volume: 33 start-page: 463 year: 2021 end-page: 481 ident: bib21 article-title: Deficient goal-directed control in a population characterized by extreme goal pursuit publication-title: J Cogn Neurosci – volume: 102 start-page: 683 year: 2019 end-page: 693.e4 ident: bib139 article-title: Hippocampal contributions to model-based planning and spatial memory publication-title: Neuron – volume: 12 start-page: 1 year: 2022 end-page: 13 ident: bib129 article-title: Distinct neurocognitive bases for social trait judgments of faces in autism spectrum disorder publication-title: Transl Psychiatry – volume: 170 start-page: 1 year: 2013 end-page: 5 ident: bib5 article-title: The initial field trials of DSM-5: New blooms and old thorns publication-title: Am J Psychiatry – volume: 5 start-page: 1 year: 2022 end-page: 13 ident: bib120 article-title: Machine learning of language use on Twitter reveals weak and non-specific predictions publication-title: npj Digit Med – volume: 172 start-page: 881 year: 2015 end-page: 891 ident: bib45 article-title: Moderation of the relationship between reward expectancy and prediction error-related ventral striatal reactivity by anhedonia in unmedicated major depressive disorder: Findings from the EMBARC study publication-title: Am J Psychiatry – volume: 44 start-page: 129 year: 2021 end-page: 151 ident: bib115 article-title: Smartphones and the neuroscience of mental health publication-title: Annu Rev Neurosci – volume: 1–11 year: 2021 ident: bib97 article-title: Disrupted state transition learning as a computational marker of compulsivity publication-title: Psychol Med – volume: 15 year: 2019 ident: bib106 article-title: Improving the reliability of model-based decision-making estimates in the two-stage decision task with reaction-times and drift-diffusion modeling publication-title: PLoS Comput Biol – volume: 15 year: 2019 ident: bib69 article-title: No substantial change in the balance between model-free and model-based control via training on the two-step task publication-title: PLoS Comput Biol – volume: 81 start-page: 1014 year: 2017 end-page: 1022 ident: bib60 article-title: Enhanced risk aversion, but not loss aversion, in unmedicated pathological anxiety publication-title: Biol Psychiatry – volume: 18 start-page: 409 year: 2014 end-page: 418 ident: bib25 article-title: Goal-directed action control in children with autism spectrum disorders publication-title: Autism – volume: 168 start-page: 718 year: 2011 end-page: 726 ident: bib16 article-title: Disruption in the balance between goal-directed behavior and habit learning in obsessive–compulsive disorder publication-title: Am J Psychiatry – year: 2021 ident: bib102 article-title: Inattentive responding can induce spurious associations between task behavior and symptom measures publication-title: PsyArXiv – volume: 55 start-page: 263 year: 2022 end-page: 272 ident: bib103 article-title: Concerns and recommendations for using Amazon MTurk for eating disorder research publication-title: Int J Eat Disord – volume: 29 start-page: 66 year: 2019 end-page: 75 ident: bib89 article-title: Predicting treatment response to antidepressant medication using early changes in emotional processing publication-title: Eur Neuropsychopharmacol – volume: 82 start-page: 847 year: 2017 end-page: 856 ident: bib22 article-title: When habits are dangerous: Alcohol expectancies and habitual decision making predict relapse in alcohol dependence publication-title: Biol Psychiatry – volume: 14 start-page: 488 year: 2013 end-page: 501 ident: bib54 article-title: Uncertainty and anticipation in anxiety: An integrated neurobiological and psychological perspective publication-title: Nat Rev Neurosci – volume: 34 start-page: 633 year: 2020 end-page: 642 ident: bib52 article-title: “Bigger” or “better”: The roles of magnitude and valence in “affective bias publication-title: Cogn Emot – volume: 38 start-page: 103 year: 2021 end-page: 109 ident: bib12 article-title: Neuro-cognitive processes as mediators of psychological treatment effects publication-title: Curr Opin Behav Sci – volume: 273 start-page: 94 year: 2019 end-page: 99 ident: bib70 article-title: Does cognitive-behavioral therapy affect goal-directed planning in obsessive–compulsive disorder? publication-title: Psychiatry Res – volume: 7 year: 2018 ident: bib62 article-title: Value generalization in human avoidance learning publication-title: eLife Lee D, editor – volume: 125 start-page: 777 year: 2016 end-page: 787 ident: bib27 article-title: Reduced model-based decision-making in schizophrenia publication-title: J Abnorm Psychol – volume: 178 start-page: 156 year: 2021 end-page: 164 ident: bib57 article-title: The overlapping neurobiology of induced and pathological anxiety: A meta-analysis of functional neural activation publication-title: Am J Psychiatry – volume: 15 year: 2020 ident: bib78 article-title: The effect of metacognitive training on confidence and strategic reminder setting publication-title: PLoS One – volume: 5 year: 2016 ident: bib29 article-title: Characterizing a psychiatric symptom dimension related to deficits in goal-directed control publication-title: eLife – volume: 55 start-page: 1247 year: 2000 end-page: 1263 ident: bib55 article-title: Unraveling the mysteries of anxiety and its disorders from the perspective of emotion theory publication-title: Am Psychol – volume: 6 start-page: 8 year: 2022 end-page: 33 ident: bib61 article-title: The computational and neural substrates of ambiguity avoidance in anxiety [No. 1] publication-title: Comput Psychiatr – volume: 148 start-page: 51 year: 2019 end-page: 64 ident: bib77 article-title: Domain-general enhancements of metacognitive ability through adaptive training publication-title: J Exp Psychol Gen – volume: 5 start-page: 601 year: 2020 end-page: 609 ident: bib107 article-title: Improving the reliability of computational analyses: Model-based planning and its relationship with compulsivity publication-title: Biol Psychiatry Cogn Neurosci Neuroimaging – volume: 367 start-page: 1280 year: 2012 end-page: 1286 ident: bib33 article-title: Metacognition: Computation, biology and function publication-title: Philos Trans R Soc Lond B Biol Sci – volume: 18 start-page: 590 year: 2015 end-page: 596 ident: bib65 article-title: Anxious individuals have difficulty learning the causal statistics of aversive environments publication-title: Nat Neurosci – volume: 158 start-page: 340 year: 2020 end-page: 348 ident: bib124 article-title: A dimensional investigation of error-related negativity (ERN) and self-reported psychiatric symptoms publication-title: Int J Psychophysiol – volume: 274 start-page: 1165 year: 2020 end-page: 1172 ident: bib83 article-title: Negative memory bias as a transdiagnostic cognitive marker for depression symptom severity publication-title: J Affect Disord – volume: 178 start-page: 459 year: 2021 end-page: 468 ident: bib71 article-title: Effect of experimental manipulation of the orbitofrontal cortex on short-term markers of compulsive behavior: A theta burst stimulation study publication-title: Am J Psychiatry – volume: 5 start-page: 119 year: 2021 end-page: 139 ident: bib63 article-title: Economic decisions with ambiguous outcome magnitudes vary with low and high stakes but not trait anxiety or depression publication-title: Comp Psychiatry – volume: 69 start-page: 1204 year: 2011 end-page: 1215 ident: bib133 article-title: Model-based influences on humans’ choices and striatal prediction errors publication-title: Neuron – volume: 12 start-page: 7062 year: 2021 ident: bib116 article-title: Individual differences in information-seeking [No. 1] publication-title: Nat Commun – volume: 11 year: 2016 ident: bib50 article-title: Diffusion modelling reveals the decision making processes underlying negative judgement bias in rats publication-title: PLoS One – volume: 5 start-page: 4 year: 2021 end-page: 20 ident: bib51 article-title: Affective Bias through the Lens of Signal Detection Theory [No. 1] publication-title: Comput Psychiatr – volume: 84 start-page: 443 year: 2018 end-page: 451 ident: bib36 article-title: Psychiatric symptom dimensions are associated with dissociable shifts in metacognition but not task performance publication-title: Biol Psychiatry – volume: 85 start-page: 425 year: 2019 end-page: 433 ident: bib30 article-title: Incentives boost model-based control across a range of severity on several psychiatric constructs publication-title: Biol Psychiatry – volume: 8 start-page: 1 year: 2021 end-page: 10 ident: bib110 article-title: The importance of common currency tasks in translational psychiatry publication-title: Curr Behav Neurosci Rep – volume: 352 start-page: 1468 year: 2016 end-page: 1471 ident: bib20 article-title: Carrots and sticks fail to change behavior in cocaine addiction publication-title: Science – volume: 7 start-page: 201 year: 2022 end-page: 209 ident: bib53 article-title: Association between a directly translated cognitive measure of negative bias and self-reported psychiatric symptoms publication-title: Biol Psychiatry Cogn Neurosci Neuroimaging – volume: 126 start-page: 454 year: 2017 end-page: 477 ident: bib10 article-title: The hierarchical taxonomy of psychopathology (HiTOP): A dimensional alternative to traditional nosologies publication-title: J Abnorm Psychol – volume: 31 start-page: 163 year: 2021 end-page: 172.e4 ident: bib147 article-title: The computational, pharmacological, and physiological determinants of sensory learning under uncertainty publication-title: Curr Biol – volume: 20 start-page: 345 year: 2015 end-page: 352 ident: bib19 article-title: Disorders of compulsivity: A common bias towards learning habits [No. 3] publication-title: Mol Psychiatry – volume: 29 start-page: 304 year: 2011 end-page: 321 ident: bib15 article-title: Current methodological considerations in exploratory and confirmatory factor analysis publication-title: J Psychoeducational Assess – volume: 11 start-page: 4179 year: 2020 ident: bib68 article-title: Associations between aversive learning processes and transdiagnostic psychiatric symptoms in a general population sample [No. 1] publication-title: Nat Commun – year: 2019 ident: bib123 article-title: Exploration-related strategy mediates negative coupling between decision-making performance and psychiatric symptoms – volume: Volume 4 start-page: 99 year: 2013 end-page: 127 ident: bib146 article-title: Prospect theory: An analysis of decision under risk publication-title: Handbook of the Fundamentals of Financial Decision Making. World Scientific Handbook in Financial Economics Series – year: 2022 ident: bib40 article-title: How do confidence and self-beliefs relate in psychopathology: A transdiagnostic approach publication-title: PsyArXiv – volume: 308 start-page: 67 year: 1985 end-page: 78 ident: bib134 article-title: Actions and habits: The development of behavioural autonomy publication-title: Phil Trans R Soc Lond B – volume: 9 start-page: 79 year: 2013 ident: 10.1016/j.biopsych.2022.09.034_bib14 article-title: A beginner’s guide to factor analysis: Focusing on exploratory factor analysis publication-title: TQMP doi: 10.20982/tqmp.09.2.p079 – volume: 78 start-page: 1113 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib44 article-title: Reinforcement learning disruptions in individuals with depression and sensitivity to symptom change following cognitive behavioral therapy publication-title: JAMA Psychiatry doi: 10.1001/jamapsychiatry.2021.1844 – volume: 13 start-page: 626 year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib127 article-title: Explaining individual differences in advantageous inequity aversion by social-affective trait dimensions and family environment publication-title: Soc Psychol Pers Sci doi: 10.1177/19485506211027794 – volume: 131 start-page: 287 year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib74 article-title: A double-blind study assessing the impact of orbitofrontal theta burst stimulation on goal-directed behavior publication-title: J Psychopathol Clin Sci doi: 10.1037/abn0000733 – volume: 117 start-page: 27268 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib142 article-title: Formation of global self-beliefs in the human brain publication-title: Proc Natl Acad Sci U S A doi: 10.1073/pnas.2003094117 – volume: 33 start-page: 463 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib21 article-title: Deficient goal-directed control in a population characterized by extreme goal pursuit publication-title: J Cogn Neurosci doi: 10.1162/jocn_a_01655 – volume: 15 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib78 article-title: The effect of metacognitive training on confidence and strategic reminder setting publication-title: PLoS One doi: 10.1371/journal.pone.0240858 – volume: 18 start-page: 409 year: 2014 ident: 10.1016/j.biopsych.2022.09.034_bib25 article-title: Goal-directed action control in children with autism spectrum disorders publication-title: Autism doi: 10.1177/1362361313477919 – year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib114 article-title: Influenca: A gamified assessment of value-based decision-making for longitudinal studies publication-title: bioRxiv – volume: 9 year: 2014 ident: 10.1016/j.biopsych.2022.09.034_bib23 article-title: Impairments in goal-directed actions predict treatment response to cognitive-behavioral therapy in social anxiety disorder publication-title: PLoS One doi: 10.1371/journal.pone.0094778 – volume: 51 start-page: 2742 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib99 article-title: Machine learning in the prediction of depression treatment outcomes: A systematic review and meta-analysis publication-title: Psychol Med doi: 10.1017/S0033291721003871 – volume: 27 start-page: 243 year: 2005 ident: 10.1016/j.biopsych.2022.09.034_bib34 article-title: Depression, confidence, and decision: Evidence against depressive realism publication-title: J Psychopathol Behav Assess doi: 10.1007/s10862-005-2404-x – volume: 9 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib66 article-title: Impaired adaptation of learning to contingency volatility in internalizing psychopathology publication-title: eLife doi: 10.7554/eLife.61387 – volume: 37 start-page: 696 year: 2003 ident: 10.1016/j.biopsych.2022.09.034_bib8 article-title: Categorical versus dimensional models of mental disorder: The taxometric evidence publication-title: Aust N Z J Psychiatry doi: 10.1080/j.1440-1614.2003.01258.x – volume: 274 start-page: 1165 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib83 article-title: Negative memory bias as a transdiagnostic cognitive marker for depression symptom severity publication-title: J Affect Disord doi: 10.1016/j.jad.2020.05.156 – volume: Volume 4 start-page: 99 year: 2013 ident: 10.1016/j.biopsych.2022.09.034_bib146 article-title: Prospect theory: An analysis of decision under risk – volume: 64 start-page: 6 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib3 article-title: Psychiatric disorders: Grounded in human biology but not natural kinds publication-title: Perspect Biol Med doi: 10.1353/pbm.2021.0002 – volume: 102 start-page: 683 year: 2019 ident: 10.1016/j.biopsych.2022.09.034_bib139 article-title: Hippocampal contributions to model-based planning and spatial memory publication-title: Neuron doi: 10.1016/j.neuron.2019.02.014 – volume: 47 start-page: 2450 year: 2017 ident: 10.1016/j.biopsych.2022.09.034_bib93 article-title: Reactivity to unpredictable threat as a treatment target for fear-based anxiety disorders publication-title: Psychol Med doi: 10.1017/S0033291717000964 – volume: 15 year: 2019 ident: 10.1016/j.biopsych.2022.09.034_bib69 article-title: No substantial change in the balance between model-free and model-based control via training on the two-step task publication-title: PLoS Comput Biol doi: 10.1371/journal.pcbi.1007443 – volume: 50 start-page: 367 year: 2012 ident: 10.1016/j.biopsych.2022.09.034_bib76 article-title: Metacognitive therapy in treatment-resistant depression: A platform trial publication-title: Behav Res Ther doi: 10.1016/j.brat.2012.02.004 – volume: 6 start-page: 39 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib87 article-title: Reward-related neural predictors and mechanisms of symptom change in cognitive behavioral therapy for depressed adolescent girls publication-title: Biol Psychiatry Cogn Neurosci Neuroimaging – year: 1979 ident: 10.1016/j.biopsych.2022.09.034_bib84 – volume: 69 start-page: 1204 year: 2011 ident: 10.1016/j.biopsych.2022.09.034_bib133 article-title: Model-based influences on humans’ choices and striatal prediction errors publication-title: Neuron doi: 10.1016/j.neuron.2011.02.027 – volume: 29 start-page: 304 year: 2011 ident: 10.1016/j.biopsych.2022.09.034_bib15 article-title: Current methodological considerations in exploratory and confirmatory factor analysis publication-title: J Psychoeducational Assess doi: 10.1177/0734282911406653 – volume: 166 start-page: 1178 year: 2009 ident: 10.1016/j.biopsych.2022.09.034_bib79 article-title: Effect of acute antidepressant administration on negative affective bias in depressed patients publication-title: AJP doi: 10.1176/appi.ajp.2009.09020149 – volume: 31 start-page: 163 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib147 article-title: The computational, pharmacological, and physiological determinants of sensory learning under uncertainty publication-title: Curr Biol doi: 10.1016/j.cub.2020.10.043 – volume: 139 start-page: 605 year: 2016 ident: 10.1016/j.biopsych.2022.09.034_bib28 article-title: Enhanced habit formation in Gilles de la Tourette syndrome publication-title: Brain doi: 10.1093/brain/awv307 – volume: 55 start-page: 1247 year: 2000 ident: 10.1016/j.biopsych.2022.09.034_bib55 article-title: Unraveling the mysteries of anxiety and its disorders from the perspective of emotion theory publication-title: Am Psychol doi: 10.1037/0003-066X.55.11.1247 – volume: 363 start-page: k4738 year: 2018 ident: 10.1016/j.biopsych.2022.09.034_bib104 article-title: Impact of patient and public involvement on enrolment and retention in clinical trials: Systematic review and meta-analysis publication-title: BMJ doi: 10.1136/bmj.k4738 – volume: 13 start-page: 4542 year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib118 article-title: Value-free random exploration is linked to impulsivity [No. 1] publication-title: Nat Commun doi: 10.1038/s41467-022-31918-9 – volume: 16 start-page: 81 year: 2012 ident: 10.1016/j.biopsych.2022.09.034_bib2 article-title: Neurocognitive endophenotypes of impulsivity and compulsivity: Towards dimensional psychiatry publication-title: Trends Cogn Sci doi: 10.1016/j.tics.2011.11.009 – volume: 86 start-page: 397 year: 2019 ident: 10.1016/j.biopsych.2022.09.034_bib92 article-title: The effects of the angiotensin II receptor antagonist losartan on appetitive versus aversive learning: A randomized controlled trial publication-title: Biol Psychiatry doi: 10.1016/j.biopsych.2019.04.010 – volume: 133 start-page: 1 year: 2007 ident: 10.1016/j.biopsych.2022.09.034_bib81 article-title: Threat-related attentional bias in anxious and nonanxious individuals: A meta-analytic study publication-title: Psychol Bull doi: 10.1037/0033-2909.133.1.1 – year: 1999 ident: 10.1016/j.biopsych.2022.09.034_bib131 article-title: National Council on Measurement – volume: 32 start-page: 550 year: 2015 ident: 10.1016/j.biopsych.2022.09.034_bib72 article-title: Dissecting Ocd circuits: From animal models to targeted treatments publication-title: Depress Anxiety doi: 10.1002/da.22367 – volume: 55 start-page: 278 year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib105 article-title: New principles and new paths needed for online research in mental health: Commentary on Burnette et al. (2021) publication-title: Int J Eat Disord doi: 10.1002/eat.23670 – volume: 10 start-page: 639 year: 2019 ident: 10.1016/j.biopsych.2022.09.034_bib39 article-title: Postdecision evidence integration and depressive symptoms publication-title: Front Psychiatry doi: 10.3389/fpsyt.2019.00639 – volume: 158 start-page: 340 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib124 article-title: A dimensional investigation of error-related negativity (ERN) and self-reported psychiatric symptoms publication-title: Int J Psychophysiol doi: 10.1016/j.ijpsycho.2020.09.019 – volume: 18 start-page: 767 year: 2015 ident: 10.1016/j.biopsych.2022.09.034_bib136 article-title: Model-based choices involve prospective neural activity publication-title: Nat Neurosci doi: 10.1038/nn.3981 – volume: 55 start-page: 220 year: 2004 ident: 10.1016/j.biopsych.2022.09.034_bib73 article-title: The role of the orbitofrontal cortex in normally developing compulsive-like behaviors and obsessive–compulsive disorder publication-title: Brain Cogn doi: 10.1016/S0278-2626(03)00274-4 – volume: 20 year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib122 article-title: The effect of apathy and compulsivity on planning and stopping in sequential decision-making publication-title: PLoS Biol doi: 10.1371/journal.pbio.3001566 – volume: 20 start-page: 260 year: 2016 ident: 10.1016/j.biopsych.2022.09.034_bib145 article-title: Diffusion decision model: Current issues and history publication-title: Trends Cogn Sci doi: 10.1016/j.tics.2016.01.007 – volume: 178 start-page: 459 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib71 article-title: Effect of experimental manipulation of the orbitofrontal cortex on short-term markers of compulsive behavior: A theta burst stimulation study publication-title: Am J Psychiatry doi: 10.1176/appi.ajp.2020.20060821 – volume: 11 start-page: 1 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib119 article-title: Assigning the right credit to the wrong action: compulsivity in the general population is associated with augmented outcome-irrelevant value-based learning publication-title: Transl Psychiatry – volume: 41 start-page: 6539 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib31 article-title: Model-based planning deficits in compulsivity are linked to faulty neural representations of task structure publication-title: J Neurosci doi: 10.1523/JNEUROSCI.0031-21.2021 – volume: 85 start-page: 425 year: 2019 ident: 10.1016/j.biopsych.2022.09.034_bib30 article-title: Incentives boost model-based control across a range of severity on several psychiatric constructs publication-title: Biol Psychiatry doi: 10.1016/j.biopsych.2018.06.018 – volume: 15 year: 2019 ident: 10.1016/j.biopsych.2022.09.034_bib106 article-title: Improving the reliability of model-based decision-making estimates in the two-stage decision task with reaction-times and drift-diffusion modeling publication-title: PLoS Comput Biol doi: 10.1371/journal.pcbi.1006803 – volume: 12 start-page: 1 year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib129 article-title: Distinct neurocognitive bases for social trait judgments of faces in autism spectrum disorder publication-title: Transl Psychiatry doi: 10.1038/s41398-022-01870-9 – volume: 6 start-page: 146 year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib117 article-title: Increased and biased deliberation in social anxiety publication-title: Nat Hum Behav doi: 10.1038/s41562-021-01180-y – volume: 8 start-page: 1 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib110 article-title: The importance of common currency tasks in translational psychiatry publication-title: Curr Behav Neurosci Rep doi: 10.1007/s40473-021-00225-w – volume: 32 start-page: 704 year: 2012 ident: 10.1016/j.biopsych.2022.09.034_bib80 article-title: Eye tracking of attention in the affective disorders: A meta-analytic review and synthesis publication-title: Clin Psychol Rev doi: 10.1016/j.cpr.2012.09.004 – volume: 5 start-page: 601 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib107 article-title: Improving the reliability of computational analyses: Model-based planning and its relationship with compulsivity publication-title: Biol Psychiatry Cogn Neurosci Neuroimaging – volume: 121 start-page: 187 year: 2016 ident: 10.1016/j.biopsych.2022.09.034_bib58 article-title: Nothing is safe: Intolerance of uncertainty is associated with compromised fear extinction learning publication-title: Biol Psychol doi: 10.1016/j.biopsycho.2016.05.001 – volume: 168 start-page: 718 year: 2011 ident: 10.1016/j.biopsych.2022.09.034_bib16 article-title: Disruption in the balance between goal-directed behavior and habit learning in obsessive–compulsive disorder publication-title: Am J Psychiatry doi: 10.1176/appi.ajp.2011.10071062 – volume: 186 start-page: 182 year: 2005 ident: 10.1016/j.biopsych.2022.09.034_bib4 article-title: ‘Psychiatric comorbidity’: An artefact of current diagnostic systems? publication-title: Br J Psychiatry doi: 10.1192/bjp.186.3.182 – volume: 1–11 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib97 article-title: Disrupted state transition learning as a computational marker of compulsivity publication-title: Psychol Med – volume: 170 start-page: 197 year: 2013 ident: 10.1016/j.biopsych.2022.09.034_bib86 article-title: Relationships between changes in sustained fronto-striatal connectivity and positive affect in major depression resulting from antidepressant treatment publication-title: Am J Psychiatry doi: 10.1176/appi.ajp.2012.12010014 – year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib101 article-title: A core component of psychological therapy causes adaptive changes in computational learning mechanisms publication-title: PsyArXiv – volume: 117 start-page: 31527 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib130 article-title: Dogmatism manifests in lowered information search under uncertainty publication-title: Proc Natl Acad Sci U S A doi: 10.1073/pnas.2009641117 – volume: 367 start-page: 1280 year: 2012 ident: 10.1016/j.biopsych.2022.09.034_bib33 article-title: Metacognition: Computation, biology and function publication-title: Philos Trans R Soc Lond B Biol Sci doi: 10.1098/rstb.2012.0021 – volume: 88 start-page: 179 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib1 article-title: Transdiagnostic approaches to mental health problems: Current status and future directions publication-title: J Consult Clin Psychol doi: 10.1037/ccp0000482 – year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib109 article-title: Test–retest reliability of affective bias tasks publication-title: PsyArXiv – volume: 5 start-page: 932 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib11 article-title: Carving out new transdiagnostic dimensions for research in mental health publication-title: Biol Psychiatry Cogn Neurosci Neuroimaging – volume: 273 start-page: 94 year: 2019 ident: 10.1016/j.biopsych.2022.09.034_bib70 article-title: Does cognitive-behavioral therapy affect goal-directed planning in obsessive–compulsive disorder? publication-title: Psychiatry Res doi: 10.1016/j.psychres.2018.12.079 – volume: 27 start-page: 1135 year: 2010 ident: 10.1016/j.biopsych.2022.09.034_bib82 article-title: A meta-analysis of the magnitude of biased attention in depression publication-title: Depress Anxiety doi: 10.1002/da.20755 – volume: 82 start-page: 847 year: 2017 ident: 10.1016/j.biopsych.2022.09.034_bib22 article-title: When habits are dangerous: Alcohol expectancies and habitual decision making predict relapse in alcohol dependence publication-title: Biol Psychiatry doi: 10.1016/j.biopsych.2017.04.019 – volume: 169 start-page: 152 year: 2012 ident: 10.1016/j.biopsych.2022.09.034_bib43 article-title: Ventral striatum response during reward and punishment reversal learning in unmedicated major depressive disorder publication-title: Am J Psychiatry doi: 10.1176/appi.ajp.2011.11010137 – volume: 148 start-page: 51 year: 2019 ident: 10.1016/j.biopsych.2022.09.034_bib77 article-title: Domain-general enhancements of metacognitive ability through adaptive training publication-title: J Exp Psychol Gen doi: 10.1037/xge0000505 – volume: 6 start-page: 8 year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib61 article-title: The computational and neural substrates of ambiguity avoidance in anxiety [No. 1] publication-title: Comput Psychiatr doi: 10.5334/cpsy.67 – volume: 7 start-page: 102 year: 2023 ident: 10.1016/j.biopsych.2022.09.034_bib121 article-title: Trait somatic anxiety is associated with reduced directed exploration and underestimation of uncertainty publication-title: Nat Hum Behav doi: 10.1038/s41562-022-01455-y – volume: 167 start-page: 748 year: 2010 ident: 10.1016/j.biopsych.2022.09.034_bib9 article-title: Research domain criteria (RDoC): Toward a new classification framework for research on mental disorders publication-title: Am J Psychiatry doi: 10.1176/appi.ajp.2010.09091379 – volume: 7 start-page: 300 year: 1995 ident: 10.1016/j.biopsych.2022.09.034_bib132 article-title: Methodological considerations in the refinement of clinical assessment instruments publication-title: Psychol Assess doi: 10.1037/1040-3590.7.3.300 – volume: 10 start-page: 2883 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib37 article-title: Transdiagnostic phenotyping reveals a host of metacognitive deficits implicated in compulsivity publication-title: Sci Rep doi: 10.1038/s41598-020-59646-4 – volume: 23 start-page: 25 year: 2023 ident: 10.1016/j.biopsych.2022.09.034_bib100 article-title: The Precision in Psychiatry (PIP) study: Testing an internet-based methodology for accelerating research in treatment prediction and personalisation publication-title: BMC Psychiatry doi: 10.1186/s12888-022-04462-5 – volume: 9 start-page: 1285 year: 2016 ident: 10.1016/j.biopsych.2022.09.034_bib24 article-title: Reduced goal-directed action control in autism spectrum disorder publication-title: Autism Res doi: 10.1002/aur.1613 – volume: 15 start-page: 523 year: 2015 ident: 10.1016/j.biopsych.2022.09.034_bib138 article-title: Model-based learning protects against forming habits publication-title: Cogn Affect Behav Neurosci doi: 10.3758/s13415-015-0347-6 – volume: 7 start-page: 201 year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib53 article-title: Association between a directly translated cognitive measure of negative bias and self-reported psychiatric symptoms publication-title: Biol Psychiatry Cogn Neurosci Neuroimaging – volume: 172 start-page: 881 year: 2015 ident: 10.1016/j.biopsych.2022.09.034_bib45 article-title: Moderation of the relationship between reward expectancy and prediction error-related ventral striatal reactivity by anhedonia in unmedicated major depressive disorder: Findings from the EMBARC study publication-title: Am J Psychiatry doi: 10.1176/appi.ajp.2015.14050594 – volume: 57 start-page: 319 year: 2005 ident: 10.1016/j.biopsych.2022.09.034_bib46 article-title: Toward an objective characterization of an anhedonic phenotype: A signal-detection approach publication-title: Biol Psychiatry doi: 10.1016/j.biopsych.2004.11.026 – volume: 11 start-page: 4830 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib125 article-title: The relationship between apathy and impulsivity in large population samples [No. 1] publication-title: Sci Rep doi: 10.1038/s41598-021-84364-w – volume: 352 start-page: 1468 year: 2016 ident: 10.1016/j.biopsych.2022.09.034_bib20 article-title: Carrots and sticks fail to change behavior in cocaine addiction publication-title: Science doi: 10.1126/science.aaf3700 – volume: 12 year: 2016 ident: 10.1016/j.biopsych.2022.09.034_bib113 article-title: When does model-based control pay off? publication-title: PLoS Comput Biol doi: 10.1371/journal.pcbi.1005090 – volume: 84 start-page: 443 year: 2018 ident: 10.1016/j.biopsych.2022.09.034_bib36 article-title: Psychiatric symptom dimensions are associated with dissociable shifts in metacognition but not task performance publication-title: Biol Psychiatry doi: 10.1016/j.biopsych.2017.12.017 – volume: 63 start-page: e57 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib96 article-title: Transdiagnostic and disease-specific abnormalities in the default-mode network hubs in psychiatric disorders: A meta-analysis of resting-state functional imaging studies publication-title: Eur Psychiatry doi: 10.1192/j.eurpsy.2020.57 – volume: 134 start-page: 1751 year: 2011 ident: 10.1016/j.biopsych.2022.09.034_bib42 article-title: Expected value and prediction error abnormalities in depression and schizophrenia publication-title: Brain doi: 10.1093/brain/awr059 – volume: 12 start-page: 7062 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib116 article-title: Individual differences in information-seeking [No. 1] publication-title: Nat Commun doi: 10.1038/s41467-021-27046-5 – volume: 50 start-page: 237 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib144 article-title: Translating a rodent measure of negative bias into humans: The impact of induced anxiety and unmedicated mood and anxiety disorders publication-title: Psychol Med doi: 10.1017/S0033291718004117 – volume: 90 start-page: 1353 year: 2019 ident: 10.1016/j.biopsych.2022.09.034_bib56 article-title: The translational neural circuitry of anxiety publication-title: J Neurol Neurosurg Psychiatry – volume: 27 start-page: 154 year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib111 article-title: Cross-species anxiety tests in psychiatry: Pitfalls and promises [No. 1] publication-title: Mol Psychiatry doi: 10.1038/s41380-021-01299-4 – volume: 29 start-page: 66 year: 2019 ident: 10.1016/j.biopsych.2022.09.034_bib89 article-title: Predicting treatment response to antidepressant medication using early changes in emotional processing publication-title: Eur Neuropsychopharmacol doi: 10.1016/j.euroneuro.2018.11.1102 – volume: 7 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib137 article-title: Model-based aversive learning in humans is supported by preferential task state reactivation publication-title: Sci Adv doi: 10.1126/sciadv.abf9616 – volume: 34 start-page: 964 year: 2009 ident: 10.1016/j.biopsych.2022.09.034_bib94 article-title: Two-week treatment with the selective serotonin reuptake inhibitor citalopram reduces contextual anxiety but not cued fear in healthy volunteers: A fear-potentiated startle study [No. 4] publication-title: Neuropsychopharmacol doi: 10.1038/npp.2008.141 – volume: 9 start-page: 1 year: 2019 ident: 10.1016/j.biopsych.2022.09.034_bib35 article-title: Abnormalities of confidence in psychiatry: an overview and future perspectives publication-title: Transl Psychiatry doi: 10.1038/s41398-019-0602-7 – volume: 34 start-page: 633 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib52 article-title: “Bigger” or “better”: The roles of magnitude and valence in “affective bias publication-title: Cogn Emot doi: 10.1080/02699931.2019.1662373 – volume: 41 start-page: 2966 year: 2016 ident: 10.1016/j.biopsych.2022.09.034_bib75 article-title: Thinking outside the box: Orbitofrontal cortex, imagination, and how we can treat addiction [No. 13] publication-title: Neuropsychopharmacology doi: 10.1038/npp.2016.147 – volume: 178 start-page: 156 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib57 article-title: The overlapping neurobiology of induced and pathological anxiety: A meta-analysis of functional neural activation publication-title: Am J Psychiatry doi: 10.1176/appi.ajp.2020.19111153 – volume: 172 start-page: 284 year: 2015 ident: 10.1016/j.biopsych.2022.09.034_bib17 article-title: Functional neuroimaging of avoidance habits in obsessive-compulsive disorder publication-title: Am J Psychiatry doi: 10.1176/appi.ajp.2014.14040525 – volume: 66 start-page: 886 year: 2009 ident: 10.1016/j.biopsych.2022.09.034_bib85 article-title: The effects of psychotherapy on neural responses to rewards in major depression publication-title: Biol Psychiatry doi: 10.1016/j.biopsych.2009.06.021 – volume: 11 start-page: 4179 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib68 article-title: Associations between aversive learning processes and transdiagnostic psychiatric symptoms in a general population sample [No. 1] publication-title: Nat Commun doi: 10.1038/s41467-020-17977-w – volume: 367 start-page: 1338 year: 2012 ident: 10.1016/j.biopsych.2022.09.034_bib141 article-title: The neural basis of metacognitive ability publication-title: Philos Trans R Soc B Biol Sci doi: 10.1098/rstb.2011.0417 – volume: 72 start-page: 113 year: 2012 ident: 10.1016/j.biopsych.2022.09.034_bib59 article-title: Anxiety and decision-making publication-title: Biol Psychiatry doi: 10.1016/j.biopsych.2011.12.027 – volume: 77 start-page: 513 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib88 article-title: Computational mechanisms of effort and reward decisions in patients with depression and their association with relapse after antidepressant discontinuation publication-title: JAMA Psychiatry doi: 10.1001/jamapsychiatry.2019.4971 – volume: 6 start-page: 309 year: 2015 ident: 10.1016/j.biopsych.2022.09.034_bib6 article-title: Problematic assumptions have slowed down depression research: Why symptoms, not syndromes are the way forward publication-title: Front Psychol doi: 10.3389/fpsyg.2015.00309 – volume: 20 start-page: 345 year: 2015 ident: 10.1016/j.biopsych.2022.09.034_bib19 article-title: Disorders of compulsivity: A common bias towards learning habits [No. 3] publication-title: Mol Psychiatry doi: 10.1038/mp.2014.44 – year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib40 article-title: How do confidence and self-beliefs relate in psychopathology: A transdiagnostic approach publication-title: PsyArXiv – volume: 100 start-page: 490 year: 2018 ident: 10.1016/j.biopsych.2022.09.034_bib135 article-title: What is a cognitive map? Organizing knowledge for flexible behavior publication-title: Neuron doi: 10.1016/j.neuron.2018.10.002 – volume: 90 start-page: 436 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib38 article-title: How local and global metacognition shape mental health publication-title: Biol Psychiatry doi: 10.1016/j.biopsych.2021.05.013 – volume: 11 year: 2016 ident: 10.1016/j.biopsych.2022.09.034_bib50 article-title: Diffusion modelling reveals the decision making processes underlying negative judgement bias in rats publication-title: PLoS One doi: 10.1371/journal.pone.0152592 – volume: 72 start-page: 305 year: 2015 ident: 10.1016/j.biopsych.2022.09.034_bib95 article-title: Identification of a common neurobiological substrate for mental illness publication-title: JAMA Psychiatry doi: 10.1001/jamapsychiatry.2014.2206 – volume: 40 start-page: 433 year: 2010 ident: 10.1016/j.biopsych.2022.09.034_bib41 article-title: Approach and avoidance learning in patients with major depression and healthy controls: Relation to anhedonia publication-title: Psychol Med doi: 10.1017/S0033291709990468 – volume: 74 start-page: 790 year: 2017 ident: 10.1016/j.biopsych.2022.09.034_bib48 article-title: Association of neural and emotional impacts of reward prediction errors with major depression publication-title: JAMA Psychiatry doi: 10.1001/jamapsychiatry.2017.1713 – volume: 125 start-page: 777 year: 2016 ident: 10.1016/j.biopsych.2022.09.034_bib27 article-title: Reduced model-based decision-making in schizophrenia publication-title: J Abnorm Psychol doi: 10.1037/abn0000164 – volume: 126 start-page: 454 year: 2017 ident: 10.1016/j.biopsych.2022.09.034_bib10 article-title: The hierarchical taxonomy of psychopathology (HiTOP): A dimensional alternative to traditional nosologies publication-title: J Abnorm Psychol doi: 10.1037/abn0000258 – volume: 44 start-page: 129 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib115 article-title: Smartphones and the neuroscience of mental health publication-title: Annu Rev Neurosci doi: 10.1146/annurev-neuro-101220-014053 – volume: 55 start-page: 263 year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib103 article-title: Concerns and recommendations for using Amazon MTurk for eating disorder research publication-title: Int J Eat Disord doi: 10.1002/eat.23614 – volume: 38 start-page: 103 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib12 article-title: Neuro-cognitive processes as mediators of psychological treatment effects publication-title: Curr Opin Behav Sci doi: 10.1016/j.cobeha.2021.02.007 – volume: 275 start-page: 1593 year: 1997 ident: 10.1016/j.biopsych.2022.09.034_bib143 article-title: A neural substrate of prediction and reward publication-title: Science doi: 10.1126/science.275.5306.1593 – volume: 18 start-page: 590 year: 2015 ident: 10.1016/j.biopsych.2022.09.034_bib65 article-title: Anxious individuals have difficulty learning the causal statistics of aversive environments publication-title: Nat Neurosci doi: 10.1038/nn.3961 – volume: 45 start-page: 479 year: 2016 ident: 10.1016/j.biopsych.2022.09.034_bib91 article-title: Effect of regulating anger and sadness on decision-making publication-title: Cogn Behav Ther doi: 10.1080/16506073.2016.1203354 – volume: 137 start-page: 856 year: 2011 ident: 10.1016/j.biopsych.2022.09.034_bib7 article-title: The reliability and validity of discrete and continuous measures of psychopathology: A quantitative review publication-title: Psychol Bull doi: 10.1037/a0023678 – volume: 81 start-page: 1014 year: 2017 ident: 10.1016/j.biopsych.2022.09.034_bib60 article-title: Enhanced risk aversion, but not loss aversion, in unmedicated pathological anxiety publication-title: Biol Psychiatry doi: 10.1016/j.biopsych.2016.12.010 – volume: 46 start-page: 1307 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib90 article-title: The clinical effectiveness of using a predictive algorithm to guide antidepressant treatment in primary care (PReDicT): An open-label, randomised controlled trial [No. 7] publication-title: Neuropsychopharmacology doi: 10.1038/s41386-021-00981-z – volume: 5 start-page: 119 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib63 article-title: Economic decisions with ambiguous outcome magnitudes vary with low and high stakes but not trait anxiety or depression publication-title: Comp Psychiatry doi: 10.5334/cpsy.79 – volume: 7 year: 2018 ident: 10.1016/j.biopsych.2022.09.034_bib62 article-title: Value generalization in human avoidance learning publication-title: eLife Lee D, editor – volume: 8 start-page: 443 year: 2014 ident: 10.1016/j.biopsych.2022.09.034_bib140 article-title: How to measure metacognition publication-title: Front Hum Neurosci doi: 10.3389/fnhum.2014.00443 – volume: 75 start-page: 631 year: 2014 ident: 10.1016/j.biopsych.2022.09.034_bib18 article-title: Enhanced avoidance habits in obsessive–compulsive disorder publication-title: Biol Psychiatry doi: 10.1016/j.biopsych.2013.02.002 – volume: 14 start-page: 488 year: 2013 ident: 10.1016/j.biopsych.2022.09.034_bib54 article-title: Uncertainty and anticipation in anxiety: An integrated neurobiological and psychological perspective publication-title: Nat Rev Neurosci doi: 10.1038/nrn3524 – volume: 77 start-page: 187 year: 2015 ident: 10.1016/j.biopsych.2022.09.034_bib26 article-title: Corticostriatal control of goal-directed action is impaired in schizophrenia publication-title: Biol Psychiatry doi: 10.1016/j.biopsych.2014.06.005 – volume: 3 start-page: 12 year: 2013 ident: 10.1016/j.biopsych.2022.09.034_bib47 article-title: Mapping anhedonia onto reinforcement learning: A behavioural meta-analysis publication-title: Biol Mood Anxiety Disord doi: 10.1186/2045-5380-3-12 – volume: 15 year: 2019 ident: 10.1016/j.biopsych.2022.09.034_bib67 article-title: A computational account of threat-related attentional bias publication-title: PLoS Comput Biol doi: 10.1371/journal.pcbi.1007341 – volume: 136 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib126 article-title: Exploring transdiagnostic processes for chronic pain and opioid misuse among two studies of adults with chronic pain publication-title: Behav Res Ther doi: 10.1016/j.brat.2020.103786 – volume: 77 start-page: 77 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib32 article-title: Comparison of the association between goal-directed planning and self-reported compulsivity vs obsessive–compulsive disorder diagnosis publication-title: JAMA Psychiatry doi: 10.1001/jamapsychiatry.2019.2998 – volume: 5 year: 2016 ident: 10.1016/j.biopsych.2022.09.034_bib29 article-title: Characterizing a psychiatric symptom dimension related to deficits in goal-directed control publication-title: eLife doi: 10.7554/eLife.11305 – volume: 170 start-page: 1 year: 2013 ident: 10.1016/j.biopsych.2022.09.034_bib5 article-title: The initial field trials of DSM-5: New blooms and old thorns publication-title: Am J Psychiatry doi: 10.1176/appi.ajp.2012.12091189 – ident: 10.1016/j.biopsych.2022.09.034_bib123 – year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib102 article-title: Inattentive responding can induce spurious associations between task behavior and symptom measures publication-title: PsyArXiv – volume: 308 start-page: 67 year: 1985 ident: 10.1016/j.biopsych.2022.09.034_bib134 article-title: Actions and habits: The development of behavioural autonomy publication-title: Phil Trans R Soc Lond B doi: 10.1098/rstb.1985.0010 – volume: 1 start-page: 386 year: 2016 ident: 10.1016/j.biopsych.2022.09.034_bib13 article-title: A roadmap for the development of applied computational psychiatry publication-title: Biol Psychiatry Cogn Neurosci Neuroimaging – volume: 10 start-page: 1 year: 2020 ident: 10.1016/j.biopsych.2022.09.034_bib128 article-title: Neurocomputational mechanisms underpinning aberrant social learning in young adults with low self-esteem publication-title: Transl Psychiatry doi: 10.1038/s41398-020-0702-4 – volume: 5 start-page: 1 year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib120 article-title: Machine learning of language use on Twitter reveals weak and non-specific predictions publication-title: npj Digit Med doi: 10.1038/s41746-022-00576-y – volume: 10 start-page: 2319 year: 2019 ident: 10.1016/j.biopsych.2022.09.034_bib112 article-title: Uncovering the structure of self-regulation through data-driven ontology discovery [No. 1] publication-title: Nat Commun doi: 10.1038/s41467-019-10301-1 – volume: 75 start-page: 277 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib49 article-title: Psychiatric symptoms influence reward-seeking and loss-avoidance decision-making through common and distinct computational processes publication-title: Psychiatry Clin Neurosci doi: 10.1111/pcn.13279 – year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib64 article-title: Computationally-defined markers of uncertainty aversion predict emotional responses during a global pandemic [published online Jun 6] publication-title: Emotion – volume: 6 start-page: 1126 year: 2022 ident: 10.1016/j.biopsych.2022.09.034_bib98 article-title: Explicit knowledge of Task Structure Is the Primary Determinant of Human Model-Based Action publication-title: Nat Hum Behav doi: 10.1038/s41562-022-01346-2 – volume: 5 start-page: 4 year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib51 article-title: Affective Bias through the Lens of Signal Detection Theory [No. 1] publication-title: Comput Psychiatr doi: 10.5334/cpsy.58 – year: 2021 ident: 10.1016/j.biopsych.2022.09.034_bib108 article-title: Reliability of decision-making and reinforcement learning computational parameters publication-title: bioRxiv |
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| SubjectTerms | Cognition Computational factor modeling Computational modeling Computer Simulation Factor analysis Humans Mental Disorders - diagnosis Mental Disorders - therapy Mental Health Metacognition Psychiatric/Mental Health RDoC Review Transdiagnostic Uncertainty |
| Title | Identifying Transdiagnostic Mechanisms in Mental Health Using Computational Factor Modeling |
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