Predicting migrant children’s social exclusion risk through an innovative digital tool: Application of machine learning methods to Spanish residential centres
In the improvement of social care, the adaptation of services and procedures to the analysis of the best predictors of the risk of social exclusion for Unaccompanied Migrant Children plays an important role. This study aims to identify the best predictors of social exclusion among unaccompanied migr...
Uloženo v:
| Vydáno v: | Children and youth services review Ročník 175; s. 108345 |
|---|---|
| Hlavní autoři: | , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
Elsevier Ltd
01.08.2025
|
| Témata: | |
| ISSN: | 0190-7409 |
| On-line přístup: | Získat plný text |
| Tagy: |
Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
|
| Abstract | In the improvement of social care, the adaptation of services and procedures to the analysis of the best predictors of the risk of social exclusion for Unaccompanied Migrant Children plays an important role. This study aims to identify the best predictors of social exclusion among unaccompanied migrant children, to create a digital tool that integrates the complex reality of unaccompanied migrant children in shelters in Spain. Using a logistic regression model, an innovative risk assessment tool was created ad hoc for risk assessment within institutional care centres. A sample of 209 children who had been in residential care in Andalusia in 2021 was selected retrospectively. After applying a feature selection method, it was found that 24 variables are the most predictive within the educational, social, psychological or occupational areas; 8 belonged to risk factors and 16 to protective factors. Specifically, accessing intercultural mediation, having previous criminal records, bringing original documentation from their origin countries, using a sexualized vocabulary, having a good educational level and having economic resources for autonomy had a higher regression coefficient (Beta value), which means they are determinants in promoting better social inclusion. This pioneering study demonstrates that this digital tool offers a promising new method for the efficient screening of concerns for social professionals regarding social exclusion among unaccompanied migrant children in residential centres. One of the most suggestive findings of this study is the high incidence of protective factors in preventing the risk of social exclusion. Consequently, priority should be given to policies supporting protective factors related to social resources. |
|---|---|
| AbstractList | In the improvement of social care, the adaptation of services and procedures to the analysis of the best predictors of the risk of social exclusion for Unaccompanied Migrant Children plays an important role. This study aims to identify the best predictors of social exclusion among unaccompanied migrant children, to create a digital tool that integrates the complex reality of unaccompanied migrant children in shelters in Spain. Using a logistic regression model, an innovative risk assessment tool was created ad hoc for risk assessment within institutional care centres. A sample of 209 children who had been in residential care in Andalusia in 2021 was selected retrospectively. After applying a feature selection method, it was found that 24 variables are the most predictive within the educational, social, psychological or occupational areas; 8 belonged to risk factors and 16 to protective factors. Specifically, accessing intercultural mediation, having previous criminal records, bringing original documentation from their origin countries, using a sexualized vocabulary, having a good educational level and having economic resources for autonomy had a higher regression coefficient (Beta value), which means they are determinants in promoting better social inclusion. This pioneering study demonstrates that this digital tool offers a promising new method for the efficient screening of concerns for social professionals regarding social exclusion among unaccompanied migrant children in residential centres. One of the most suggestive findings of this study is the high incidence of protective factors in preventing the risk of social exclusion. Consequently, priority should be given to policies supporting protective factors related to social resources. |
| ArticleNumber | 108345 |
| Author | Torres Jiménez, Mercedes Fernández-Pacheco Alises, Gloria Avignone, Tatiana |
| Author_xml | – sequence: 1 givenname: Gloria orcidid: 0000-0002-2193-3227 surname: Fernández-Pacheco Alises fullname: Fernández-Pacheco Alises, Gloria email: gfernandez@uloyola.es organization: Department of Law, Universidad Loyola Andalucía, Av. de las Universidades, s/n, 41704 Dos Hermanas, Sevilla, Spain – sequence: 2 givenname: Tatiana orcidid: 0000-0003-1115-6281 surname: Avignone fullname: Avignone, Tatiana email: tavignone@uloyola.es organization: Department of Law, Universidad Loyola Andalucía, Av. de las Universidades, s/n, 41704 Dos Hermanas, Sevilla, Spain – sequence: 3 givenname: Mercedes orcidid: 0000-0002-0454-7113 surname: Torres Jiménez fullname: Torres Jiménez, Mercedes email: mtorres@loyola.es organization: Department of Quantitative Methods, Universidad Loyola Andalucía, C/ Escritor Castilla Aguayo, 4, 14004 Córdoba, Spain |
| BookMark | eNqNkc9KAzEQxnNQ0KrvkBdoTdpNd9eDUMV_UFBQzyGbTLpTt0lJ0qI3X8Obz-aTmFpB8KKnYSbz_YbvS4_sOO-AEMrZgDM-Pp4PdIudefGr1A6GbCjyuBoVYofsM16zflmweo_0YpwzxsRYDPfJ-10Agzqhm9EFzoJyiX5BAriP17dIo9eoOgrPultF9I4GjE80tcGvZi1VjqJzfq0SroEanGHKy8n77oROlssOdX7JIm_pQmWuA9qBCu7rHKTWm5i36f1SOYwtDRDRgEubizrX3B-SXau6CEff9YA8Xl48nF_3p7dXN-eTaV_z8Uj0uWW8VLaqTG2LohiKsgTemJJXjdbQNEYUosn2jVWisLwqWVaZemyLiuuK1aMDUm25OvgYA1i5DLhQ4UVyJjfpyrn8SVdu0pXbdLP09JdU5xg2vlNQ2P0HcLYFQDa4RggyagSn888E0Ekaj39DPgHBWKfd |
| CitedBy_id | crossref_primary_10_1080_1369183X_2025_2529501 |
| Cites_doi | 10.1080/1369183X.2019.1584699 10.1007/s10610-021-09502-6 10.1111/j.1099-0860.2007.00102.x 10.1016/j.childyouth.2018.02.040 10.1023/A:1005575113507 10.1007/s10566-024-09823-7 10.1177/0093854811406356 10.1192/bjp.177.4.303 10.1037/amp0000265 10.1177/1468017320958145 10.1016/j.ijlcj.2014.01.006 10.1037/pas0001228 10.1037/pas0001184 10.1007/s10994-005-0466-3 10.1016/j.childyouth.2023.107247 10.1375/acri.36.2.127 10.1016/j.childyouth.2023.107313 10.1016/j.psi.2015.12.001 10.1016/j.childyouth.2020.105858 10.1111/1467-8624.00164 10.1111/hiv.12574 10.1007/s00787-023-02364-9 10.1097/NMD.0000000000000576 10.1016/j.eap.2023.11.008 10.1080/1369183X.2017.1404258 10.3389/fpsyt.2020.568167 10.1177/0093854815626489 10.1186/s12992-018-0365-6 10.1037/ort0000588 10.1037/0022-006X.70.1.111 10.1177/1477370810363374 10.1016/j.childyouth.2020.105287 10.1177/0143034313511004 10.1111/j.1744-1617.2010.01312.x 10.1007/s12134-015-0457-6 10.1111/chso.12092 10.1007/11564126_72 10.1017/S0954579400007161 |
| ContentType | Journal Article |
| Copyright | 2025 Elsevier Ltd |
| Copyright_xml | – notice: 2025 Elsevier Ltd |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.childyouth.2025.108345 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Social Welfare & Social Work |
| ExternalDocumentID | 10_1016_j_childyouth_2025_108345 S0190740925002282 |
| GroupedDBID | --K --M -~X ..I .~1 0R~ 1B1 1RT 1~. 1~5 29B 4.4 457 4G. 5GY 5VS 6J9 6PF 7-5 71M 8P~ 9JM 9JO AABNK AADFP AAEDT AAEDW AAFJI AAGJA AAGUQ AAIKC AAIKJ AAKOC AALRI AAMNW AAOAW AAQFI AAQXK AATTM AAWTL AAXKI AAXUO AAYWO ABBQC ABFNM ABFRF ABIVO ABJNI ABMAC ABMMH ABMZM ABOYX ABWVN ABXDB ACDAQ ACGFO ACGFS ACHQT ACIEU ACRLP ACRPL ACVFH ACXNI ADBBV ADCNI ADEZE ADMUD ADNMO ADVLN AEBSH AEFWE AEIPS AEKER AEUPX AFFDN AFJKZ AFPUW AFTJW AFXIZ AGCQF AGHFR AGQPQ AGUBO AGYEJ AHHHB AIEXJ AIGII AIIUN AIKHN AITUG AJRQY AKBMS AKRWK AKYEP ALMA_UNASSIGNED_HOLDINGS AMRAJ ANKPU ANZVX AOMHK APXCP ASPBG AVARZ AVWKF AXJTR AZFZN BKOJK BLXMC BNPGV CS3 DU5 EBS EFJIC EFKBS EFLBG EJD EO8 EO9 EP2 EP3 F5P FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA HMY HVGLF HZ~ H~9 IHE J1W KOM LPU M3Y M41 MO0 N9A O-L O9- OAUVE OKEIE OZT P-8 P-9 P2P PC. PRBVW PZZ Q38 R2- ROL RPZ RXW SCC SCU SDF SDG SDP SES SEW SPCBC SSB SSH SSO SSS SSY SSZ T5K TAE TN5 UHS UNMZH WH7 WUQ XOL YR2 ZCG ~G- ~HD 9DU AAYXX ABUFD ACLOT CITATION |
| ID | FETCH-LOGICAL-c1635-1f017af88d9f4442577e1bd718bccebbd545b409dfa54f1870635d96f481c8093 |
| ISSN | 0190-7409 |
| IngestDate | Tue Nov 18 22:08:41 EST 2025 Sat Nov 29 06:58:42 EST 2025 Sat Sep 13 17:01:34 EDT 2025 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Residential care Risk and protective factors Predictive algorithms Social inclusion Unaccompanied migrant children |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c1635-1f017af88d9f4442577e1bd718bccebbd545b409dfa54f1870635d96f481c8093 |
| ORCID | 0000-0003-1115-6281 0000-0002-0454-7113 0000-0002-2193-3227 |
| ParticipantIDs | crossref_primary_10_1016_j_childyouth_2025_108345 crossref_citationtrail_10_1016_j_childyouth_2025_108345 elsevier_sciencedirect_doi_10_1016_j_childyouth_2025_108345 |
| PublicationCentury | 2000 |
| PublicationDate | August 2025 2025-08-00 |
| PublicationDateYYYYMMDD | 2025-08-01 |
| PublicationDate_xml | – month: 08 year: 2025 text: August 2025 |
| PublicationDecade | 2020 |
| PublicationTitle | Children and youth services review |
| PublicationYear | 2025 |
| Publisher | Elsevier Ltd |
| Publisher_xml | – name: Elsevier Ltd |
| References | Thompson, Torres, Swanson, Blue, Hernández (b0245) 2019; 45 González-García, Lázaro-Visa, Santos, del Valle, Bravo (b0110) 2017; 8 Valdivia García, A., & Sanchez Monedero, J. (2022). Jani, Underwood, Ranweiler (b0135) 2016; 17 Heimli, Kvestad, Bøe, Sayyad, Nilsen, Randal, Askeland (b0115) 2024 Oliveira, Keygnaert, Oliveira Martins, Dias (b0190) 2018; 14 Allsopp, Sigona (b0005) Dolan, M., & Doyle, M. (2000). Violence risk prediction: Clinical and actuarial measures and the role of the Psychopathy Checklist. In (Vol. 177, Issue OCT., pp. 303–311). doi: 10.1192/bjp.177.4.303. Bravo, Santos-González (b0040) 2017; 26 Brook, Ottemöller (b0045) 2020; 117 Wong, Slotboom, Bijleveld (b0260) 2010; 7 Ashford, Spivak, Oglof, Shepherd (b0020) 2023 Avignone, Fernández-Pacheco Alises, Torres-Jiménez (b0025) 2024; 156 Garcia, Birman (b0100) 2022; 92 Arbach-Lucioni, Redondo-Illescas, Singh, Andrés-Pueyo (b0015) 2014; 42 Bourdieu, P. (1986). The Forms of Capital, in J.G. Richardson (ed.). . In Fiscalía General del Estado. (2024). Barghadouch, Carlsson, Norredam (b0030) 2018; 206 Fernández-Pacheco Alises (b0090) 2023 MINISTERIO DE DERECHOS SOCIALES Y AGENDA 2030. (2023). http://publicacionesoficiales.boe.es/. (Greenwordpress., pp. 241–259). Maegusuku-Hewett, Dunkerley, Scourfield, Smalley (b0170) 2007; 21 Stouthamer-Loeber, Loeber, Wei, Farrington, Wikström (b0220) 2002; 70 Sumner, M., Frank, E., & Hall, M. (2005). Langan, Gorzig (b0145) 2024; 156 . https://www.fiscal.es/memorias/memoria2024/FISCALIA_SITE/index.html. Höffler, Meyer, Möller (b0130) 2022; 28 Chase, Allsopp (b0055) 2020 https://www.researchgate.net/publication/298721583. Sime, Fox (b0215) 2015; 29 Digidiki, Bhabha (b0065) 2018; 92 Suárez-Orozco, Motti-Stefanidi, Marks, Katsiaficas (b0235) 2018; 73 Wharton, A. (2020). www.algorace.org. Burghart, de Ruiter, Hynes, Krishnan, Levtova, Uyar (b0050) 2022; 35 Landwehr, N. (2005). Suárez-Orozco, López Hernández (b0230) 2020; 11 Luengo-Martín, A., Cutrín, O., & Boo, L. M. (2015). Rogers (b0200) 2000; 24 European Migration Network. (2023). Gimeno-Monterde, Gómez-Quintero, Aguerri, J. (b0105) 2021; 121 Mitterbacher, Fleiß, Palan (b0180) 2024; 81 Pufall, Kall, Shahmanesh, Nardone, Gilson, Delpech, Ward, Hart, Anderson, Azad, Elford, Sullivan, Mercer, McOwan, Peck, Cassell, Musonda, Bruton (b0195) 2018; 19 Shepherd, Luebbers, Ogloff (b0210) 2016; 43 Fernández-Pacheco Alises, G., Ibañez Ruíz del Portal, E., Jólluskin García, G., Martín Ríos, B., Torres Jiménez, M., Kubica, M. L. (2025, April). Bidirectional Effects and Interconnectivity of Risk and Protective Factors for Integration in Unaccompanied Migrant Children: A Systematic Review. In Child and Youth Care Forum (Vol. 54, No. 2, pp. 493–514). New York: Springer, US. Moffitt, Caspi, Dickson, Silva, Stanton (b0185) 1996; 8 Luthar, Cicchetti, Becker (b0165) 2000 Farrington, Welsh (b0085) 2003; 36 Hlatshwayo, Vally (b0125) 2014; 35 Herz, Ryan, Bilchik (b0120) 2010; 48 Larkin, Woodcock Ross (b0150) 2024; 1–21 Strasser, Tibet (b0225) 2020; 46 Andrews, Bonta, Wormith (b0010) 2011; 38 Loeber, Farrington, Stouthamer-Loeber, Moffitt, Caspi (b0155) 1998; 7 (Vol. 59). Springer Science + Business Media, Inc. Manufactured in The Netherlands. Sanfelici, Wellman, Mordeglia (b0205) 2021; 21 Maegusuku-Hewett (10.1016/j.childyouth.2025.108345_b0170) 2007; 21 Chase (10.1016/j.childyouth.2025.108345_b0055) 2020 González-García (10.1016/j.childyouth.2025.108345_b0110) 2017; 8 Larkin (10.1016/j.childyouth.2025.108345_b0150) 2024; 1–21 Höffler (10.1016/j.childyouth.2025.108345_b0130) 2022; 28 10.1016/j.childyouth.2025.108345_b0255 10.1016/j.childyouth.2025.108345_b0250 10.1016/j.childyouth.2025.108345_b0095 10.1016/j.childyouth.2025.108345_b0175 Arbach-Lucioni (10.1016/j.childyouth.2025.108345_b0015) 2014; 42 Burghart (10.1016/j.childyouth.2025.108345_b0050) 2022; 35 Langan (10.1016/j.childyouth.2025.108345_b0145) 2024; 156 Digidiki (10.1016/j.childyouth.2025.108345_b0065) 2018; 92 Fernández-Pacheco Alises (10.1016/j.childyouth.2025.108345_b0090) 2023 Jani (10.1016/j.childyouth.2025.108345_b0135) 2016; 17 Stouthamer-Loeber (10.1016/j.childyouth.2025.108345_b0220) 2002; 70 Wong (10.1016/j.childyouth.2025.108345_b0260) 2010; 7 Thompson (10.1016/j.childyouth.2025.108345_b0245) 2019; 45 Andrews (10.1016/j.childyouth.2025.108345_b0010) 2011; 38 Moffitt (10.1016/j.childyouth.2025.108345_b0185) 1996; 8 Ashford (10.1016/j.childyouth.2025.108345_b0020) 2023 Mitterbacher (10.1016/j.childyouth.2025.108345_b0180) 2024; 81 Suárez-Orozco (10.1016/j.childyouth.2025.108345_b0235) 2018; 73 Rogers (10.1016/j.childyouth.2025.108345_b0200) 2000; 24 10.1016/j.childyouth.2025.108345_b0140 Oliveira (10.1016/j.childyouth.2025.108345_b0190) 2018; 14 Sime (10.1016/j.childyouth.2025.108345_b0215) 2015; 29 10.1016/j.childyouth.2025.108345_b0070 Barghadouch (10.1016/j.childyouth.2025.108345_b0030) 2018; 206 Farrington (10.1016/j.childyouth.2025.108345_b0085) 2003; 36 Suárez-Orozco (10.1016/j.childyouth.2025.108345_b0230) 2020; 11 Avignone (10.1016/j.childyouth.2025.108345_b0025) 2024; 156 Hlatshwayo (10.1016/j.childyouth.2025.108345_b0125) 2014; 35 Pufall (10.1016/j.childyouth.2025.108345_b0195) 2018; 19 Strasser (10.1016/j.childyouth.2025.108345_b0225) 2020; 46 Shepherd (10.1016/j.childyouth.2025.108345_b0210) 2016; 43 10.1016/j.childyouth.2025.108345_b0035 Herz (10.1016/j.childyouth.2025.108345_b0120) 2010; 48 Luthar (10.1016/j.childyouth.2025.108345_b0165) 2000 10.1016/j.childyouth.2025.108345_b0075 Garcia (10.1016/j.childyouth.2025.108345_b0100) 2022; 92 Bravo (10.1016/j.childyouth.2025.108345_b0040) 2017; 26 Heimli (10.1016/j.childyouth.2025.108345_b0115) 2024 10.1016/j.childyouth.2025.108345_b0160 Gimeno-Monterde (10.1016/j.childyouth.2025.108345_b0105) 2021; 121 Allsopp (10.1016/j.childyouth.2025.108345_b0005) Sanfelici (10.1016/j.childyouth.2025.108345_b0205) 2021; 21 10.1016/j.childyouth.2025.108345_b9010 Loeber (10.1016/j.childyouth.2025.108345_b0155) 1998; 7 Brook (10.1016/j.childyouth.2025.108345_b0045) 2020; 117 10.1016/j.childyouth.2025.108345_b0240 |
| References_xml | – reference: https://www.fiscal.es/memorias/memoria2024/FISCALIA_SITE/index.html. – reference: Bourdieu, P. (1986). The Forms of Capital, in J.G. Richardson (ed.). . In – volume: 24 start-page: 595 year: 2000 end-page: 605 ident: b0200 article-title: The uncritical acceptance of risk assessment in forensic practice – volume: 48 start-page: 305 year: 2010 end-page: 321 ident: b0120 article-title: Challenges Facing Crossover Youth: An Examination of Juvenil Justice Decision Making and Recidivism – reference: Sumner, M., Frank, E., & Hall, M. (2005). – volume: 7 start-page: 141 year: 1998 end-page: 171 ident: b0155 article-title: The development of male offending: Key findings from the first decade of the Pittsburgh Youth Study – volume: 14 year: 2018 ident: b0190 article-title: Assessing reported cases of sexual and gender-based violence, causes and preventive strategies, in European asylum reception facilities – reference: (Vol. 177, Issue OCT., pp. 303–311). doi: 10.1192/bjp.177.4.303. – volume: 35 start-page: 266 year: 2014 end-page: 279 ident: b0125 article-title: Violence, resilience and solidarity: The right to education for child migrants in South Africa – volume: 117 year: 2020 ident: b0045 article-title: A new life in Norway: The adaptation experiences of unaccompanied refugee minor girls – reference: Dolan, M., & Doyle, M. (2000). Violence risk prediction: Clinical and actuarial measures and the role of the Psychopathy Checklist. In – volume: 73 start-page: 781 year: 2018 end-page: 796 ident: b0235 article-title: An integrative risk and resilience model for understanding the adaptation of immigrant-origin children and youth – volume: 17 start-page: 1195 year: 2016 end-page: 1209 ident: b0135 article-title: Hope as a crucial factor in integration among unaccompanied immigrant youth in the USA: A pilot project – reference: Luengo-Martín, A., Cutrín, O., & Boo, L. M. (2015). – volume: 45 start-page: 235 year: 2019 end-page: 252 ident: b0245 article-title: Re-conceptualising agency in migrant children from Central America and Mexico – volume: 36 start-page: 127 year: 2003 end-page: 151 ident: b0085 article-title: Family-based Prevention of Offending: A Meta-analysis – reference: (Vol. 59). Springer Science + Business Media, Inc. Manufactured in The Netherlands. – volume: 46 start-page: 354 year: 2020 end-page: 371 ident: b0225 article-title: The border event in the everyday: Hope and constraints in the lives of young unaccompanied asylum seekers in Turkey – reference: Wharton, A. (2020). – volume: 7 start-page: 266 year: 2010 end-page: 284 ident: b0260 article-title: Risk factors for delinquency in adolescent and young adult females: A European review – volume: 8 year: 2017 ident: b0110 article-title: School functioning of a particularly vulnerable group: Children and young people in residential child care – reference: European Migration Network. (2023). – reference: . http://publicacionesoficiales.boe.es/. – reference: MINISTERIO DE DERECHOS SOCIALES Y AGENDA 2030. (2023). – reference: Valdivia García, A., & Sanchez Monedero, J. (2022). – reference: Fernández-Pacheco Alises, G., Ibañez Ruíz del Portal, E., Jólluskin García, G., Martín Ríos, B., Torres Jiménez, M., Kubica, M. L. (2025, April). Bidirectional Effects and Interconnectivity of Risk and Protective Factors for Integration in Unaccompanied Migrant Children: A Systematic Review. In Child and Youth Care Forum (Vol. 54, No. 2, pp. 493–514). New York: Springer, US. – volume: 1–21 year: 2024 ident: b0150 article-title: Unaccompanied migrant girls: Navigating religious girlhood in the UK – volume: 70 start-page: 111 year: 2002 end-page: 123 ident: b0220 article-title: Risk and promotive effects in the explanation of persistent serious delinquency in boys – volume: 28 start-page: 269 year: 2022 end-page: 295 ident: b0130 article-title: Risk Assessment—the Key to More Security? Factors, Tools, and Practices in Dealing with Extremist Individuals – volume: 26 start-page: 55 year: 2017 end-page: 62 ident: b0040 article-title: Menores extranjeros no acompañados en España: Necesidades y modelos de intervención – volume: 92 start-page: 79 year: 2022 end-page: 102 ident: b0100 article-title: Understanding the Migration Experience of Unaccompanied Youth: A Review of the Literature – volume: 92 start-page: 114 year: 2018 end-page: 121 ident: b0065 article-title: Sexual abuse and exploitation of unaccompanied migrant children in Greece: Identifying risk factors and gaps in services during the European migration crisis – volume: 19 start-page: 261 year: 2018 end-page: 270 ident: b0195 article-title: Sexualized drug use (‘chemsex’) and high-risk sexual behaviours in HIV-positive men who have sex with men – volume: 21 start-page: 309 year: 2007 end-page: 321 ident: b0170 article-title: Refugee Children in Wales: Coping and Adaptation in the Face of Adversity – reference: Fiscalía General del Estado. (2024). – volume: 35 start-page: 56 year: 2022 end-page: 67 ident: b0050 article-title: The structured assessment of protective factors for violence risk (SAPROF): a meta-analysis of its predictive and incremental validity – volume: 156 year: 2024 ident: b0145 article-title: Predictors of teen sexual behavior – volume: 29 start-page: 524 year: 2015 end-page: 534 ident: b0215 article-title: Migrant Children, Social Capital and Access to Services Post-Migration: Transitions, Negotiations and Complex Agencies – volume: 42 start-page: 162 year: 2014 end-page: 173 ident: b0015 article-title: Violent crimes in native and foreign national offenders – volume: 206 start-page: 3 year: 2018 end-page: 10 ident: b0030 article-title: Psychiatric disorders and predictors hereof among refugee children in early adulthood – volume: 8 start-page: 399 year: 1996 end-page: 424 ident: b0185 article-title: Childhood-onset versus adolescent-onset antisocial conduct problems in males: Natural history from ages 3 to 18 years – ident: b0005 – reference: . https://www.researchgate.net/publication/298721583. – year: 2023 ident: b0090 publication-title: Comares. – volume: 121 year: 2021 ident: b0105 article-title: Unaccompanied young people and transition to adulthood: Challenges for child care services – volume: 11 year: 2020 ident: b0230 article-title: “Waking Up Every Day With the Worry”: A Mixed-Methods Study of Anxiety in Undocumented Latinx College Students – volume: 21 start-page: 1533 year: 2021 end-page: 1552 ident: b0205 article-title: Unaccompanied minors’ needs and the child welfare response – volume: 156 year: 2024 ident: b0025 article-title: Is there a gender-based analysis of unaccompanied migrant minors? A systematic review of the evidence – volume: 81 start-page: 1 year: 2024 end-page: 16 ident: b0180 article-title: Reciprocity in migration policy and labor market integration: A lab experiment – year: 2023 ident: b0020 article-title: Supplemental material for statistical learning methods and cross-cultural fairness: Trade-offs and implications for risk assessment instruments – volume: 43 start-page: 863 year: 2016 end-page: 878 ident: b0210 article-title: The Role of Protective Factors and the Relationship With Recidivism for High-Risk Young People in Detention – reference: (Greenwordpress., pp. 241–259). – year: 2024 ident: b0115 article-title: Protective factors associated with resilience among unaccompanied refugee minors after settling in Norway: A matched cross-sectional study – reference: . – year: 2020 ident: b0055 publication-title: Bristol University Press – volume: 38 start-page: 735 year: 2011 end-page: 755 ident: b0010 article-title: The risk-need-responsivity (RNR) model: Does adding the good lives model contribute to effective crime prevention? – year: 2000 ident: b0165 article-title: The construct of resilience: A critical evaluation and guidelines for future work publication-title: . – reference: Landwehr, N. (2005). – reference: . www.algorace.org. – volume: 46 start-page: 354 issue: 2 year: 2020 ident: 10.1016/j.childyouth.2025.108345_b0225 article-title: The border event in the everyday: Hope and constraints in the lives of young unaccompanied asylum seekers in Turkey publication-title: Journal of Ethnic and Migration Studies doi: 10.1080/1369183X.2019.1584699 – year: 2023 ident: 10.1016/j.childyouth.2025.108345_b0090 article-title: La intervención con menores migrantes en Andalucía: Aprendizajes a partir de la experiencia publication-title: Comares. – volume: 28 start-page: 269 issue: 2 year: 2022 ident: 10.1016/j.childyouth.2025.108345_b0130 article-title: Risk Assessment—the Key to More Security? Factors, Tools, and Practices in Dealing with Extremist Individuals publication-title: European Journal on Criminal Policy and Research doi: 10.1007/s10610-021-09502-6 – volume: 21 start-page: 309 issue: 4 year: 2007 ident: 10.1016/j.childyouth.2025.108345_b0170 article-title: Refugee Children in Wales: Coping and Adaptation in the Face of Adversity publication-title: Children & Society doi: 10.1111/j.1099-0860.2007.00102.x – volume: 92 start-page: 114 year: 2018 ident: 10.1016/j.childyouth.2025.108345_b0065 article-title: Sexual abuse and exploitation of unaccompanied migrant children in Greece: Identifying risk factors and gaps in services during the European migration crisis publication-title: Children and Youth Services Review doi: 10.1016/j.childyouth.2018.02.040 – ident: 10.1016/j.childyouth.2025.108345_b0095 – volume: 24 start-page: 595 issue: 5 year: 2000 ident: 10.1016/j.childyouth.2025.108345_b0200 article-title: The uncritical acceptance of risk assessment in forensic practice publication-title: Law and Human Behavior doi: 10.1023/A:1005575113507 – ident: 10.1016/j.childyouth.2025.108345_b9010 doi: 10.1007/s10566-024-09823-7 – ident: 10.1016/j.childyouth.2025.108345_b0175 – volume: 38 start-page: 735 issue: 7 year: 2011 ident: 10.1016/j.childyouth.2025.108345_b0010 article-title: The risk-need-responsivity (RNR) model: Does adding the good lives model contribute to effective crime prevention? publication-title: Criminal Justice and Behavior doi: 10.1177/0093854811406356 – ident: 10.1016/j.childyouth.2025.108345_b0070 doi: 10.1192/bjp.177.4.303 – year: 2020 ident: 10.1016/j.childyouth.2025.108345_b0055 article-title: Youth Migration and the Politics of Wellbeing publication-title: Bristol University Press – volume: 73 start-page: 781 issue: 6 year: 2018 ident: 10.1016/j.childyouth.2025.108345_b0235 article-title: An integrative risk and resilience model for understanding the adaptation of immigrant-origin children and youth publication-title: American Psychologist doi: 10.1037/amp0000265 – ident: 10.1016/j.childyouth.2025.108345_b0255 – volume: 21 start-page: 1533 issue: 6 year: 2021 ident: 10.1016/j.childyouth.2025.108345_b0205 article-title: Unaccompanied minors’ needs and the child welfare response publication-title: Journal of Social Work doi: 10.1177/1468017320958145 – volume: 42 start-page: 162 issue: 2 year: 2014 ident: 10.1016/j.childyouth.2025.108345_b0015 article-title: Violent crimes in native and foreign national offenders publication-title: International Journal of Law, Crime and Justice doi: 10.1016/j.ijlcj.2014.01.006 – year: 2023 ident: 10.1016/j.childyouth.2025.108345_b0020 article-title: Supplemental material for statistical learning methods and cross-cultural fairness: Trade-offs and implications for risk assessment instruments publication-title: Psychological Assessment doi: 10.1037/pas0001228 – volume: 35 start-page: 56 issue: 1 year: 2022 ident: 10.1016/j.childyouth.2025.108345_b0050 article-title: The structured assessment of protective factors for violence risk (SAPROF): a meta-analysis of its predictive and incremental validity publication-title: Psychological Assessment doi: 10.1037/pas0001184 – ident: 10.1016/j.childyouth.2025.108345_b0140 doi: 10.1007/s10994-005-0466-3 – volume: 156 year: 2024 ident: 10.1016/j.childyouth.2025.108345_b0145 article-title: Predictors of teen sexual behavior publication-title: Children and Youth Services Review doi: 10.1016/j.childyouth.2023.107247 – ident: 10.1016/j.childyouth.2025.108345_b0250 – volume: 36 start-page: 127 issue: 2 year: 2003 ident: 10.1016/j.childyouth.2025.108345_b0085 article-title: Family-based Prevention of Offending: A Meta-analysis publication-title: The Australian and New Zealand Journal of Criminology doi: 10.1375/acri.36.2.127 – volume: 156 year: 2024 ident: 10.1016/j.childyouth.2025.108345_b0025 article-title: Is there a gender-based analysis of unaccompanied migrant minors? A systematic review of the evidence publication-title: Children and Youth Services Review doi: 10.1016/j.childyouth.2023.107313 – volume: 26 start-page: 55 issue: 1 year: 2017 ident: 10.1016/j.childyouth.2025.108345_b0040 article-title: Menores extranjeros no acompañados en España: Necesidades y modelos de intervención publication-title: Psychosocial Intervention doi: 10.1016/j.psi.2015.12.001 – volume: 121 year: 2021 ident: 10.1016/j.childyouth.2025.108345_b0105 article-title: Unaccompanied young people and transition to adulthood: Challenges for child care services publication-title: Children and Youth Services Review doi: 10.1016/j.childyouth.2020.105858 – volume: 7 start-page: 141 year: 1998 ident: 10.1016/j.childyouth.2025.108345_b0155 article-title: The development of male offending: Key findings from the first decade of the Pittsburgh Youth Study publication-title: Studies on Crime & Crime Prevention – year: 2000 ident: 10.1016/j.childyouth.2025.108345_b0165 article-title: The construct of resilience: A critical evaluation and guidelines for future work publication-title: Child Development. doi: 10.1111/1467-8624.00164 – volume: 8 issue: JUL year: 2017 ident: 10.1016/j.childyouth.2025.108345_b0110 article-title: School functioning of a particularly vulnerable group: Children and young people in residential child care publication-title: Frontiers in Psychology – ident: 10.1016/j.childyouth.2025.108345_b0160 – volume: 19 start-page: 261 issue: 4 year: 2018 ident: 10.1016/j.childyouth.2025.108345_b0195 article-title: Sexualized drug use (‘chemsex’) and high-risk sexual behaviours in HIV-positive men who have sex with men publication-title: HIV Medicine doi: 10.1111/hiv.12574 – year: 2024 ident: 10.1016/j.childyouth.2025.108345_b0115 article-title: Protective factors associated with resilience among unaccompanied refugee minors after settling in Norway: A matched cross-sectional study publication-title: European Child and Adolescent Psychiatry doi: 10.1007/s00787-023-02364-9 – volume: 206 start-page: 3 issue: 1 year: 2018 ident: 10.1016/j.childyouth.2025.108345_b0030 article-title: Psychiatric disorders and predictors hereof among refugee children in early adulthood publication-title: Journal of Nervous & Mental Disease doi: 10.1097/NMD.0000000000000576 – volume: 81 start-page: 1 year: 2024 ident: 10.1016/j.childyouth.2025.108345_b0180 article-title: Reciprocity in migration policy and labor market integration: A lab experiment publication-title: Economic Analysis and Policy doi: 10.1016/j.eap.2023.11.008 – volume: 45 start-page: 235 issue: 2 year: 2019 ident: 10.1016/j.childyouth.2025.108345_b0245 article-title: Re-conceptualising agency in migrant children from Central America and Mexico publication-title: Journal of Ethnic and Migration Studies doi: 10.1080/1369183X.2017.1404258 – ident: 10.1016/j.childyouth.2025.108345_b0035 – ident: 10.1016/j.childyouth.2025.108345_b0005 – volume: 11 year: 2020 ident: 10.1016/j.childyouth.2025.108345_b0230 article-title: “Waking Up Every Day With the Worry”: A Mixed-Methods Study of Anxiety in Undocumented Latinx College Students publication-title: Frontiers in Psychiatry doi: 10.3389/fpsyt.2020.568167 – volume: 43 start-page: 863 issue: 7 year: 2016 ident: 10.1016/j.childyouth.2025.108345_b0210 article-title: The Role of Protective Factors and the Relationship With Recidivism for High-Risk Young People in Detention publication-title: Criminal Justice and Behavior doi: 10.1177/0093854815626489 – volume: 14 issue: 1 year: 2018 ident: 10.1016/j.childyouth.2025.108345_b0190 article-title: Assessing reported cases of sexual and gender-based violence, causes and preventive strategies, in European asylum reception facilities publication-title: Globalization and Health doi: 10.1186/s12992-018-0365-6 – volume: 92 start-page: 79 issue: 1 year: 2022 ident: 10.1016/j.childyouth.2025.108345_b0100 article-title: Understanding the Migration Experience of Unaccompanied Youth: A Review of the Literature publication-title: American Journal of Orthopsychiatry doi: 10.1037/ort0000588 – volume: 70 start-page: 111 issue: 1 year: 2002 ident: 10.1016/j.childyouth.2025.108345_b0220 article-title: Risk and promotive effects in the explanation of persistent serious delinquency in boys publication-title: Journal of Consulting and Clinical Psychology doi: 10.1037/0022-006X.70.1.111 – ident: 10.1016/j.childyouth.2025.108345_b0075 – volume: 7 start-page: 266 issue: 4 year: 2010 ident: 10.1016/j.childyouth.2025.108345_b0260 article-title: Risk factors for delinquency in adolescent and young adult females: A European review publication-title: European Journal of Criminology doi: 10.1177/1477370810363374 – volume: 1–21 year: 2024 ident: 10.1016/j.childyouth.2025.108345_b0150 article-title: Unaccompanied migrant girls: Navigating religious girlhood in the UK publication-title: Ethnic and Racial Studies – volume: 117 year: 2020 ident: 10.1016/j.childyouth.2025.108345_b0045 article-title: A new life in Norway: The adaptation experiences of unaccompanied refugee minor girls publication-title: Children and Youth Services Review doi: 10.1016/j.childyouth.2020.105287 – volume: 35 start-page: 266 issue: 3 year: 2014 ident: 10.1016/j.childyouth.2025.108345_b0125 article-title: Violence, resilience and solidarity: The right to education for child migrants in South Africa publication-title: School Psychology International doi: 10.1177/0143034313511004 – volume: 48 start-page: 305 issue: 2 year: 2010 ident: 10.1016/j.childyouth.2025.108345_b0120 article-title: Challenges Facing Crossover Youth: An Examination of Juvenil Justice Decision Making and Recidivism publication-title: Family Court Review doi: 10.1111/j.1744-1617.2010.01312.x – volume: 17 start-page: 1195 issue: 4 year: 2016 ident: 10.1016/j.childyouth.2025.108345_b0135 article-title: Hope as a crucial factor in integration among unaccompanied immigrant youth in the USA: A pilot project publication-title: Journal of International Migration and Integration doi: 10.1007/s12134-015-0457-6 – volume: 29 start-page: 524 issue: 6 year: 2015 ident: 10.1016/j.childyouth.2025.108345_b0215 article-title: Migrant Children, Social Capital and Access to Services Post-Migration: Transitions, Negotiations and Complex Agencies publication-title: Children and Society doi: 10.1111/chso.12092 – ident: 10.1016/j.childyouth.2025.108345_b0240 doi: 10.1007/11564126_72 – volume: 8 start-page: 399 year: 1996 ident: 10.1016/j.childyouth.2025.108345_b0185 article-title: Childhood-onset versus adolescent-onset antisocial conduct problems in males: Natural history from ages 3 to 18 years publication-title: Development and Psychopathology doi: 10.1017/S0954579400007161 |
| SSID | ssj0005652 |
| Score | 2.4186814 |
| Snippet | In the improvement of social care, the adaptation of services and procedures to the analysis of the best predictors of the risk of social exclusion for... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 108345 |
| SubjectTerms | Predictive algorithms Residential care Risk and protective factors Social inclusion Unaccompanied migrant children |
| Title | Predicting migrant children’s social exclusion risk through an innovative digital tool: Application of machine learning methods to Spanish residential centres |
| URI | https://dx.doi.org/10.1016/j.childyouth.2025.108345 |
| Volume | 175 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals 2021 issn: 0190-7409 databaseCode: AIEXJ dateStart: 19950101 customDbUrl: isFulltext: true dateEnd: 99991231 titleUrlDefault: https://www.sciencedirect.com omitProxy: false ssIdentifier: ssj0005652 providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9NAEF6FlgMXxFMUCpoD4hI5shM73oVTVJVHBVUkgsjNWnt3I7euXcVpFG78DW78Nv4Af4F92g5UakHiYkVOdv2YLzOzs9_MIPQ8DmhK2Zh5YYC5F4oo9HAacQ-zVAjisxE2RVzfx8fHeD4n017vp8uFWRdxWeLNhpz_V1HLc1LYKnX2L8TdTCpPyM9S6PIoxS6P1xL8dKn2XjSb-SxfSFO0ajK2HbOB1C5WzjdZcaECZoZj7rr2UMV_NO1S17zP8oVqLSLd1KrQgcR201tvz2s-JncNKBa2K7UuHfFRKhtVM0ku6nOdEqzKkehamnXXLT5wKeUqjP9FdfXr11aJ2eSabtxbb-4HKvjtTVU96qzqT4q8NgrvjaIUNrZmss4XZWWitjOqtFnz1Uz3Jekf5WeGLFCaWPoHxfRhfCscMowaMl4TISW-F4c-2VLxcdRR0oF0O00Nyz_shwllnAy0XPTjDtRFBu2Q7ZLdv5nShuDouHMnSTtTomZKzEw30O4wjohUw7uTd4fzo5aVNNZNopqnsOQzQ0m8_K4u96g6XtLsDrptlzcwMbC8i3q8vIf2TQ44fOaFoEsOL8CdqJan99H3FrFgEQsOsT--fqvBYBUarILCKlisAi2hxSpYrILC6kvoIBUqARap4JAKFqny12CRCh2kgkXqA_Tp9eHs4K1nG4d4mVxeRF4gpJ2hAmNGRBgqqxTzIGXSDUuzjKcpk8uGVL5cJmgUikBt9Y8iRsYixEGGfTJ6iHYUNh8hYMMI00z4PvVHofAxFWQ8zigdMUZYFvl7KHYvP8lsVX3V3KVIroLAHgqakeemssw1xrxy8k2sh2w830QC-MrRj__hik_QrfZfto92VssL_hTdzNarvF4-s-j9BZCw7nU |
| linkProvider | Elsevier |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Predicting+migrant+children%E2%80%99s+social+exclusion+risk+through+an+innovative+digital+tool%3A+Application+of+machine+learning+methods+to+Spanish+residential+centres&rft.jtitle=Children+and+youth+services+review&rft.au=Fern%C3%A1ndez-Pacheco+Alises%2C+Gloria&rft.au=Avignone%2C+Tatiana&rft.au=Torres+Jim%C3%A9nez%2C+Mercedes&rft.date=2025-08-01&rft.issn=0190-7409&rft.volume=175&rft.spage=108345&rft_id=info:doi/10.1016%2Fj.childyouth.2025.108345&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_childyouth_2025_108345 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0190-7409&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0190-7409&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0190-7409&client=summon |