{"id":"https://openalex.org/W3216435876","doi":"https://doi.org/10.1002/jcv2.12052","title":"Progress and barriers to the implementation of prediction modelling in child and adolescent mental health\u2014A commentary on Senior et al. (2021)","display_name":"Progress and barriers to the implementation of prediction modelling in child and adolescent mental health\u2014A commentary on Senior et al. (2021)","publication_year":2021,"publication_date":"2021-11-22","ids":{"openalex":"https://openalex.org/W3216435876","doi":"https://doi.org/10.1002/jcv2.12052","mag":"3216435876","pmid":"https://pubmed.ncbi.nlm.nih.gov/37431411","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/10242911"},"language":"en","primary_location":{"id":"doi:10.1002/jcv2.12052","doi":"https://doi.org/10.1002/jcv2.12052","is_oa":true,"landing_page_url":"https://doi.org/10.1002/jcv2.12052","pdf_url":null,"source":{"id":"https://openalex.org/S4210215158","display_name":"JCPP Advances","issn_l":"2692-9384","issn":["2692-9384"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","jufo-1","ki-jl-1","norway-1","oarl","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JCPP Advances","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1002/jcv2.12052","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052146579","display_name":"Alan J. Meehan","orcid":"https://orcid.org/0000-0001-7169-997X","observed_orcids":["https://orcid.org/0000-0001-7169-997X"]},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]},{"id":"https://openalex.org/I32971472","display_name":"Yale University","ror":"https://ror.org/03v76x132","country_code":"US","type":"education","lineage":["https://openalex.org/I32971472"]}],"countries":["GB","US"],"is_corresponding":true,"raw_author_name":"Alan J. Meehan","raw_affiliation_strings":["Social, Genetic\u00a0&amp; Developmental Psychiatry Centre Institute of Psychiatry, Psychology\u00a0&amp; Neuroscience King\u2019s College London  London UK","Yale Child Study Center, Yale School of Medicine, New Haven, Connecticut, USA"],"raw_orcid":"https://orcid.org/0000-0001-7169-997X","affiliations":[{"raw_affiliation_string":"Social, Genetic\u00a0&amp; Developmental Psychiatry Centre Institute of Psychiatry, Psychology\u00a0&amp; Neuroscience King\u2019s College London  London UK","institution_ids":["https://openalex.org/I183935753"]},{"raw_affiliation_string":"Yale Child Study Center, Yale School of Medicine, New Haven, Connecticut, USA","institution_ids":["https://openalex.org/I32971472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064624409","display_name":"Andrea Danese","orcid":"https://orcid.org/0000-0001-8718-5412","observed_orcids":["https://orcid.org/0000-0001-8718-5412"]},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]},{"id":"https://openalex.org/I200323923","display_name":"South London and Maudsley NHS Foundation Trust","ror":"https://ror.org/015803449","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I200323923"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Andrea Danese","raw_affiliation_strings":["Department of Child\u00a0&amp; Adolescent Psychiatry Institute of Psychiatry, Psychology\u00a0&amp; Neuroscience King\u2019s College London  London UK","National and Specialist CAMHS Trauma, Anxiety, and Depression Clinic South London and Maudsley NHS Foundation Trust  London UK","Social, Genetic\u00a0&amp; Developmental Psychiatry Centre Institute of Psychiatry, Psychology\u00a0&amp; Neuroscience King\u2019s College London London UK"],"raw_orcid":"https://orcid.org/0000-0001-8718-5412","affiliations":[{"raw_affiliation_string":"Department of Child\u00a0&amp; Adolescent Psychiatry Institute of Psychiatry, Psychology\u00a0&amp; Neuroscience King\u2019s College London  London UK","institution_ids":["https://openalex.org/I183935753"]},{"raw_affiliation_string":"National and Specialist CAMHS Trauma, Anxiety, and Depression Clinic South London and Maudsley NHS Foundation Trust  London UK","institution_ids":["https://openalex.org/I200323923"]},{"raw_affiliation_string":"Social, Genetic\u00a0&amp; Developmental Psychiatry Centre Institute of Psychiatry, Psychology\u00a0&amp; Neuroscience King\u2019s College London London UK","institution_ids":["https://openalex.org/I183935753"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5052146579"],"corresponding_institution_ids":["https://openalex.org/I183935753","https://openalex.org/I32971472"],"apc_list":{"value":2705,"currency":"USD","value_usd":2705},"apc_paid":{"value":2705,"currency":"USD","value_usd":2705},"fwci":0.0,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.22433277,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"1","issue":"4","first_page":"e12052","last_page":"e12052"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14374","display_name":"Statistical Methods in Epidemiology","score":0.2720000147819519,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14374","display_name":"Statistical Methods in Epidemiology","score":0.2720000147819519,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10272","display_name":"Mental Health Treatment and Access","score":0.08169999718666077,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10182","display_name":"Child and Adolescent Psychosocial and Emotional Development","score":0.05990000069141388,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/predictive-modeling","display_name":"predictive modeling","score":0.6759999990463257},{"id":"https://openalex.org/keywords/child-and-adolescent-mental-health","display_name":"child and adolescent mental health","score":0.9750000238418579},{"id":"https://openalex.org/keywords/precision-psychiatry","display_name":"precision psychiatry","score":0.9589999914169312},{"id":"https://openalex.org/keywords/prediction-model-validation","display_name":"prediction model validation","score":0.6010000109672546},{"id":"https://openalex.org/keywords/overfitting","display_name":"overfitting","score":0.7570000290870667},{"id":"https://openalex.org/keywords/generalizability","display_name":"generalizability","score":0.6930000185966492},{"id":"https://openalex.org/keywords/model-calibration-and-discrimination","display_name":"discrimination and calibration","score":0.6779999732971191},{"id":"https://openalex.org/keywords/clinical-implementation","display_name":"clinical implementation","score":0.3569999933242798},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.3840000033378601},{"id":"https://openalex.org/keywords/reporting-guidelines","display_name":"reporting guidelines","score":0.46700000762939453},{"id":"https://openalex.org/keywords/diagnostic-screening","display_name":"diagnostic screening","score":0.39500001072883606},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"risk assessment","score":0.8479999899864197},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"resource allocation","score":0.781000018119812},{"id":"https://openalex.org/keywords/methodological-standards","display_name":"methodological standards","score":0.4399999976158142}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6797272562980652},{"id":"https://openalex.org/C44210515","wikidata":"https://www.wikidata.org/wiki/Q16968978","display_name":"Bespoke","level":2,"score":0.6259862184524536},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.5071535110473633},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.427157998085022},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3986213207244873},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36674678325653076},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.35895830392837524},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3476078510284424},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3452238440513611},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.26514291763305664},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.11531099677085876},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1002/jcv2.12052","doi":"https://doi.org/10.1002/jcv2.12052","is_oa":true,"landing_page_url":"https://doi.org/10.1002/jcv2.12052","pdf_url":null,"source":{"id":"https://openalex.org/S4210215158","display_name":"JCPP Advances","issn_l":"2692-9384","issn":["2692-9384"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","jufo-1","ki-jl-1","norway-1","oarl","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JCPP Advances","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10242911","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10242911","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10242911/pdf/JCV2-1-e12052.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JCPP Adv","raw_type":"Text"},{"id":"pmid:37431411","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37431411","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JCPP advances","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:cdd8a91e58ed419ead8f967e43f204d0","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/cdd8a91e58ed419ead8f967e43f204d0","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"JCPP Advances, Vol 1, Iss 4, Pp n/a-n/a (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1002/jcv2.12052","doi":"https://doi.org/10.1002/jcv2.12052","is_oa":true,"landing_page_url":"https://doi.org/10.1002/jcv2.12052","pdf_url":null,"source":{"id":"https://openalex.org/S4210215158","display_name":"JCPP Advances","issn_l":"2692-9384","issn":["2692-9384"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","jufo-1","ki-jl-1","norway-1","oarl","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JCPP Advances","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9940000176429749,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1748805038","display_name":null,"funder_award_id":"MR/P005918","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G2462977380","display_name":null,"funder_award_id":"P005918","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G4312987371","display_name":null,"funder_award_id":"MR/P005918/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G7559828150","display_name":"Midlife Pace of Aging in the Dunedin Study","funder_award_id":"MR/P005918/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G8968736666","display_name":null,"funder_award_id":"P005918/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"}],"funders":[{"id":"https://openalex.org/F4320308380","display_name":"Yale University","ror":"https://ror.org/03v76x132"},{"id":"https://openalex.org/F4320309261","display_name":"Child Study Center, Yale School of Medicine","ror":"https://ror.org/03v76x132"},{"id":"https://openalex.org/F4320311904","display_name":"Wellcome Trust","ror":"https://ror.org/029chgv08"},{"id":"https://openalex.org/F4320319990","display_name":"National Institute for Health and Care Research","ror":"https://ror.org/0187kwz08"},{"id":"https://openalex.org/F4320320285","display_name":"King's College London","ror":"https://ror.org/0220mzb33"},{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1981722146","https://openalex.org/W2006940889","https://openalex.org/W2296761362","https://openalex.org/W2896481654","https://openalex.org/W2907554860","https://openalex.org/W2972400447","https://openalex.org/W2988168004","https://openalex.org/W2998505151","https://openalex.org/W3021647162","https://openalex.org/W3037114781","https://openalex.org/W3086470062","https://openalex.org/W3204119161","https://openalex.org/W4233026002"],"related_works":["https://openalex.org/W3204119161","https://openalex.org/W6964458026","https://openalex.org/W2729433310","https://openalex.org/W4392918070","https://openalex.org/W4221067412","https://openalex.org/W4413963201","https://openalex.org/W2896481654","https://openalex.org/W4387475998","https://openalex.org/W4398251322","https://openalex.org/W2972372992"],"abstract_inverted_index":{"As":[0],"clinicians":[1,1308,1706],"seek":[2],"to":[3,189,239,247,255,264,276,302,402,404,417,452,458,496,596,625,657,684,763,836,850,890,946,1011,1026,1108,1123,1131,1157,1224,1236,1267,1329,1344,1433,1441,1476,1576,1608,1622,1631,1649,1655,1668,1704,1708,1733,1742,1752,1768,1777,1802,1809,1851,1896,1903,1927,2042],"enhance":[4],"detection,":[5],"prognosis":[6],"and":[7,89,103,234,323,348,389,512,549,567,689,707,972,1003,1050,1078,1103,1182,1216,1260,1311,1359,1362,1378,1440,1539,1595,1600,1617,1695,1698,1711,1760,1772,1779,1799,1824,1857,1885,1898,1974,1981,1985,2006],"treatment":[8],"planning":[9],"for":[10,45,80,115,297,387,510,680,760,866,906,994,1009,1039,1090,1255,1296,1437,1452,1674,1683,1793,1822,1838,1866,1871,1964],"young":[11,1713],"people":[12,1714],"with":[13,203,688,882,1401,1528,1567,1754,1914,1931],"mental":[14,48,116,409,514,1228,1262,1380,1796,1826],"health":[15,49,117,410,1277,1336,1381,1797,1827],"difficulties,":[16],"the":[17,72,135,139,169,172,185,208,284,306,314,333,346,365,375,406,424,439,445,465,476,497,518,533,570,626,636,643,646,653,658,691,696,723,744,799,830,834,842,869,883,965,1031,1082,1097,1121,1127,1129,1154,1192,1231,1251,1273,1321,1369,1402,1435,1444,1449,1497,1501,1534,1593,1620,1639,1658,1677,1681,1705,1712,1736,1763,1785,1800,1815,1863,1878,1894,1919,1961,1989,2004,2011,2053],"benefits":[18],"in":[19,83,268,280,355,468,483,494,501,604,612,749,803,825,841,1092,1126,1340,1357,1366,1416,1598,1828,1854,1893,1998],"moving":[20],"towards":[21,110,157,382],"more":[22,640,809,913,939,1014,1214,1248,1481,1590],"individualised":[23,158,1923],"risk":[24,44,56,84,101,159,600,737,956,1832],"prediction":[25,93,160,177,241,273,310,351,384,470,918,950,996,1037,1058,1083,1256,1297,1332,1350,1374,1541,1624,1644,1820,1833,1869],"has":[26,33,85,118,161,210,886,1460],"become":[27],"increasingly":[28,353],"apparent.":[29],"Although":[30,770,1066,1727],"epidemiological":[31],"evidence":[32,414,498,821,1459],"historically":[34],"identified":[35,434,1125],"important":[36,463,698,1493],"factors":[37,57],"whose":[38,1505],"presence":[39],"confers":[40],"an":[41,62,826,934,1051],"increased":[42,736],"average":[43],"a":[46,111,127,166,538,586,598,608,750,782,864,938,1035,1062,1282,1286,1294,1334,1372,1424,1465,1556,1568,1577,1589,1642,1794,1915,1932],"given":[47,412,1643,1795],"outcome":[50,566,747,1573],"between":[51,705],"defined":[52],"population":[53,1142],"sub-groups,":[54],"such":[55,961,1029,1464],"may":[58,1005,1021,1177,1212,1239,1247,1382,1483],"not":[59,473,863,875,910,1835,1875,2007,2040],"accurately":[60,685],"predict":[61,405,764,1225],"individual\u2019s":[63],"specific":[64,334,1199,1665],"likelihood":[65],"of":[66,74,91,124,130,138,141,171,184,200,228,250,317,328,350,379,408,419,426,448,478,517,532,541,552,557,601,650,669,700,718,725,738,746,786,798,814,822,832,871,917,933,957,967,1034,1076,1081,1138,1150,1185,1227,1275,1285,1348,1354,1371,1408,1472,1496,1503,1510,1522,1536,1572,1580,1641,1679,1690,1693,1739,1765,1788,1818,1880,1918,1954,2003,2010,2036],"exhibiting":[67],"that":[68,78,193,415,454,464,529,605,859,901,928,991,1056,1100,1195,1303,1411,1443,1463,1518,1531,1662,1804,1846,1862,2028],"outcome.":[69],"More":[70],"recently,":[71],"application":[73,1115],"bespoke":[75],"statistical":[76,173,711,779,1728],"models":[77,178,242,274,311,352,385,471,919,951,1106,1196,1241,1257,1298,1356,1504,1524,1625,1821,1870],"account":[79,1284],"individual":[81,229,637,1831],"variation":[82],"supported":[86],"successful":[87],"development":[88,286,720,801,844,1134,1389,1767],"integration":[90],"structured":[92],"tools":[94,1084],"into":[95,299],"routine":[96,1613,1841],"practice":[97,301,358],"(e.g.":[98,147,360,768,1323,1757],"diagnostic":[99],"screening,":[100],"assessment":[102,1310,1746],"resource":[104],"allocation)":[105],"across":[106,561,1016,1230],"clinical":[107,145,300,335,459,486,1093,1114,1141,1160,1430,1450,1520,1614,1670,1686,1842,1886,1928],"medicine.":[108],"Progress":[109],"personalised":[112],"medicine":[113],"infrastructure":[114],"been":[119,887,1001,1731],"slower":[120],"than":[121,753,1220],"other":[122],"areas":[123],"medicine,":[125],"but":[126,925],"growing":[128],"number":[129,745,1571,1579],"systematic":[131,367,1910],"reviews":[132,1530],"have":[133,215,998,1532,1561,1730,2026,2030],"mapped":[134],"recent":[136,366,1529,1829],"consolidation":[137],"field":[140,209,1895],"\u2018precision":[142],"psychiatry\u2019":[143],"within":[144,1174,1198,1258,1376,1543,1612,1685,1840],"research":[146,780],"Salazar":[148],"de":[149],"Pablo":[150],"et":[151,340,362,371,429,525,580,791,895,987,1047,1068,1206,1325,1489,1546,1724,1907],"al.,":[152,341,363,430,581,792,896,1048,1207,1326,1490,1547,1725],"2021).":[153],"This":[154,396,583,629,740,1095,1234],"conceptual":[155],"shift":[156],"required":[162],"methodological":[163,213,380,455,659,1420,1557,1848],"innovation.":[164],"On":[165,937],"technical":[167],"level,":[168],"complexity":[170,1594],"techniques":[174,192],"underlying":[175],"psychiatric":[176,383,420,1290,1331,1855,1872],"ranges":[179],"from":[180,283,438,1053,1333,1555,1584,1762,1947,1988],"relatively":[181,630,765,1569],"straightforward":[182],"extensions":[183],"conventional":[186],"regression":[187],"framework":[188],"unsupervised":[190],"machine-learning":[191,1477],"can":[194,846,1116,1469,1646,1938],"generate":[195,1240],"predictions":[196,267,1219],"using":[197,226,569],"large":[198,245,1578],"pools":[199],"candidate":[201],"predictors":[202,1506],"limited":[204,1345],"pre-specification.":[205],"However,":[206,451],"as":[207,261,504,506,868,1030,1791,2045],"progressed,":[211],"consistent":[212],"standards":[214],"also":[216,714,857,926,1178,1461,1750],"emerged.":[217],"In":[218,812,1313,1553],"particular,":[219],"predictive":[220,252,672,839,1186,1473,1581],"performance":[221,678,840,973,1474],"should":[222,243],"be":[223,244,277,303,847,1012,1022,1088,1118,1383,1647,1718,1807,1904],"directly":[224],"tested":[225],"metrics":[227,679,974],"classification":[230,327],"\u2013":[231,1702],"specifically,":[232],"discrimination":[233,681],"calibration.":[235],"The":[236,432,898,1515,1995,2024],"datasets":[237,293,931,1181,2047],"used":[238,1648,1808],"develop":[240,1623],"enough":[246],"minimise":[248,1434],"inflation":[249],"apparent":[251],"ability":[253,683,1156],"due":[254],"sample-specific":[256],"features":[257,1582],"or":[258,959,1042,1170,1398,1512,1745,2020,2033,2050],"idiosyncrasies,":[259],"known":[260],"\u2018overfitting\u2019.":[262],"Moreover,":[263],"ensure":[265,453,891,927,1442,1845],"reliable":[266],"new":[269,292,851,1355],"individuals":[270,852],"(or":[271],"\u2018generalisability\u2019),":[272],"need":[275,1107,1621],"extensively":[278],"validated":[279,309,1105],"unused":[281],"cases":[282],"original":[285],"dataset":[287],"(internal":[288],"validation)":[289],"and,":[290,482],"ideally,":[291],"(external":[294],"validation).":[295],"Finally,":[296,1637],"translation":[298,1111,1521],"successful,":[304],"even":[305,1101],"most":[307,519,647,663,778],"robustly":[308],"must":[312],"balance":[313],"competing":[315,2032],"risks":[316],"under-detection":[318],"(i.e.":[319,325,392,1688],"missed":[320],"\u2018at-risk\u2019":[321,1270,1792],"patients)":[322,330],"over-detection":[324],"inaccurate":[326],"\u2018low-risk\u2019":[329],"depending":[331],"on":[332,743,980,1074,1163,1301,1395,1564,1588,1627,1935],"decision":[336],"at":[337,475,726,735,787,877,954,1604,1877,1971],"hand":[338],"(Fusar-Poli":[339,894,1488,1723],"2018).":[342,897,1726],"With":[343],"consensus":[344],"around":[345,772,1652,1784],"quality":[347,481],"reporting":[349,551,995,1027,1149,1884],"codified":[354],"formal":[356],"best":[357],"guidelines":[359,993,1421],"Wolff":[361,579],"2019),":[364],"review":[368,805,1911],"by":[369,423,523,545,1024,1171,1191,1280,1307,1320,1429,1720,1960],"Senior":[370,524,986,1067,1906],"al.":[372,526,988],"(2021)":[373,527,989,1070,1909],"represents":[374],"first":[376],"published":[377,469,983,1819],"synthesis":[378],"progress":[381,1288,1849,1891],"specifically":[386],"child":[388,511,1259,1377,1778,1823],"adolescent":[390,513,1261,1379,1780,1825],"populations":[391],"aged":[393],"\u226418":[394],"years).":[395],"developmental":[397],"period":[398],"is":[399,462,528,618,623,757,862,1194,1272,1304,1455,1606,1749,1834,1860,1958],"particularly":[400,758],"relevant":[401,759,1755],"efforts":[403,1020,1328],"onset":[407,1226],"conditions,":[411],"well-established":[413],"up":[416],"75%":[418,676],"disorders":[421],"emerge":[422],"age":[425],"18":[427],"(Kessler":[428],"2007).":[431],"authors":[433,1193,1322,1659,2005,2025],"100":[435,534,879],"eligible":[436,535],"publications":[437],"past":[440],"3":[441],"years":[442],"alone,":[443],"highlighting":[444,1899],"rapid":[446,1816],"growth":[447],"this":[449,502,621,804,808,1269,1847,1922,1999,2043],"field.":[450],"innovation":[456],"leads":[457,1850],"improvement,":[460],"it":[461,942,1004,1454,1710,1748,1859],"exponential":[466],"rise":[467],"does":[472,1874],"come":[474,1876],"prize":[477],"inadequate":[479],"analytic":[480,547],"turn,":[484,613],"poor":[485],"utility.":[487,1636,1671,1887],"We":[488],"will":[489,1716,1806],"next":[490],"discuss":[491],"these":[492,949,968,1523,1559,1602],"challenges":[493,1487,1535,1771,1901],"relation":[495],"base":[499],"summarised":[500],"review,":[503,1128],"well":[505],"their":[507,670,978,1139,1341,1392,1414,1610,1634],"broader":[508],"implications":[509],"health.":[515,1263],"One":[516,1188,1264],"striking":[520],"findings":[521],"reported":[522,695,838],"only":[530,693,716,796,817,911,999],"2":[531],"studies":[536,665,721,761,802,819,997,1390,1542,1560],"demonstrated":[537],"low":[539],"\u2018risk":[540],"bias\u2019,":[542],"driven":[543],"both":[544,1432,1703,1889],"inappropriate":[546],"strategies":[548],"insufficient":[550],"key":[553,969,1900],"study":[554,593,970],"characteristics.":[555],"Risk":[556,573],"bias":[558,602,651],"was":[559,652,713,1500],"evaluated":[560],"four":[562],"domains":[563],"(participants,":[564],"predictors,":[565,1691],"analysis)":[568],"Prediction":[571],"model":[572,719,815,1038,1133,1375,1388,1446,1645,1682,1766],"Of":[574,1774],"Bias":[575],"ASsessment":[576],"Tool":[577],"(PROBAST;":[578],"2019).":[582,1491],"checklist":[584,1045],"utilises":[585],"\u2018worst":[587],"score":[588],"counts\u2019":[589],"framework,":[590],"whereby":[591],"any":[592,615],"feature":[594],"deemed":[595,619],"confer":[597],"high":[599,955],"results":[603],"domain":[606,617],"receiving":[607],"\u2018high":[609],"risk\u2019":[610],"classification;":[611],"if":[614,960],"one":[616],"\u2018high-risk\u2019,":[620],"label":[622,1805],"applied":[624,1013],"entire":[627],"study.":[628,2055],"strict":[631],"scoring":[632],"system":[633],"necessitates":[634],"examining":[635],"PROBAST":[638,1064],"components":[639],"closely.":[641],"Across":[642],"reviewed":[644,1086],"literature,":[645],"common":[648],"source":[649],"\u2018analysis\u2019":[654],"domain.":[655],"Returning":[656],"requirements":[660],"outlined":[661],"above,":[662],"included":[664],"provided":[666],"incomplete":[667,1148],"evaluations":[668],"models\u2019":[671,982],"performance.":[673,1187],"Specifically,":[674],"although":[675,1480],"presented":[677,820],"(the":[682,702],"differentiate":[686],"those":[687,2002,2009],"without":[690],"outcome),":[692,884],"26%":[694],"equally":[697],"measure":[699],"calibration":[701],"overall":[703,754,1696,1700],"agreement":[704],"predicted":[706],"observed":[708],"values).":[709],"Low":[710],"power":[712,893],"persistent:":[715],"one-third":[717],"met":[722],"threshold":[724],"least":[727,788,878],"10":[728,797],"\u2018events":[729],"per":[730],"variable\u2019":[731],"(EPV),":[732],"putting":[733],"them":[734,1010],"overfitting.":[739],"metric\u2019s":[741],"emphasis":[742],"events":[748,880,1574],"dataset,":[751],"rather":[752],"sample":[755,845,1151,1164,1237],"size,":[756],"attempting":[762],"rare":[766,1526],"outcomes":[767,1873],"suicide).":[769],"debates":[771],"sufficient":[773],"EPV":[774,784],"benchmarks":[775],"are":[776,922,932,952,963,1338,1664,1782,2001],"ongoing,":[777],"recommends":[781],"higher":[783],"ratio":[785],"20":[789],"(Ogundimu":[790],"2016).":[793],"If":[794],"applied,":[795],"52":[800],"would":[806,909],"meet":[807],"stringent":[810],"criterion.":[811],"terms":[813],"generalisability,":[816],"six":[818],"external":[823,860,907,915,930],"validation":[824,861,872,908,916,1347],"independent":[827],"dataset.":[828],"For":[829],"remainder":[831,1403],"studies,":[833],"extent":[835,1801],"which":[837,885,1132,1453,1803],"initial":[843],"reliably":[848,1158],"extrapolated":[849],"therefore":[853],"remains":[854,943,1525],"unknown.":[855],"Results":[856],"suggest":[858],"panacea":[865],"overfitting,":[867],"majority":[870],"samples":[873,1135],"did":[874],"include":[876,904,1061,1676],"(individuals":[881],"routinely":[888,1305],"recommended":[889,1089],"adequate":[892,935,1881],"authors\u2019":[899,1516],"suggestion":[900,1190],"future":[902],"protocols":[903],"plans":[905],"promote":[912],"robust":[914],"before":[920,1113],"they":[921,1085,2029],"widely":[923],"disseminated,":[924,1002],"proposed":[929,1445],"size.":[936],"general":[940,1232],"note,":[941,1592],"somewhat":[944],"difficult":[945],"determine":[947],"whether":[948],"genuinely":[953],"bias,":[958],"ratings":[962],"simply":[964],"result":[966],"characteristics":[971,1152,1640],"being":[975,1789],"underreported.":[976],"Despite":[977,1814],"focus":[979,1073],"\u2018current":[981],"since":[984],"2018,":[985],"acknowledge":[990,1661],"standardised":[992],"recently":[1000],"take":[1006],"some":[1007,1316,1405],"time":[1008],"consistently":[1015],"empirical":[1017,1458],"research.":[1018],"These":[1019],"aided":[1023],"adherence":[1025],"tools,":[1028],"Transparent":[1032],"Reporting":[1033],"multivariate":[1036],"Individual":[1040],"Prognosis":[1041],"Diagnosis":[1043],"(TRIPOD)":[1044],"(Collins":[1046],"2015),":[1049],"expectation":[1052],"academic":[1054],"journals":[1055],"submitted":[1057],"modelling":[1059],"manuscripts":[1060],"completed":[1063],"assessment.":[1065],"al.\u2019s":[1069,1908],"recommendations":[1071],"primarily":[1072],"aspects":[1075],"methodology":[1077],"reporting,":[1079],"none":[1080],"could":[1087,1292,1925],"use":[1091,1274,1611,1684,1709],"practice.":[1094],"exemplifies":[1096],"wider":[1098],"point":[1099],"well-performing":[1102],"independently":[1104],"demonstrate":[1109],"meaningful":[1110],"potential":[1112,1436,1635,1770,1786,1920,1933,2034],"realistically":[1117],"considered.":[1119],"Among":[1120],"barriers":[1122],"implementation":[1124,1486,1740,1839],"degree":[1130],"were":[1136,1507,2048],"representative":[1137],"intended":[1140],"warrants":[1143],"particular":[1144,1775],"attention.":[1145],"Once":[1146],"again,":[1147],"impeded":[1153],"authors'":[1155],"evaluate":[1159,1669],"applicability.":[1161],"Reliance":[1162],"selection,":[1165],"either":[1166],"through":[1167,1289],"case-control":[1168,1565],"designs":[1169,1566],"specifying":[1172],"subsamples":[1173],"community-based":[1175],"cohorts,":[1176],"yield":[1179,1470],"biased":[1180,1438],"optimistic":[1183],"estimates":[1184],"interesting":[1189],"developed":[1197],"at-risk":[1200],"groups":[1201],"(child":[1202],"protection":[1203],"[e.g.":[1204],"Meehan":[1205,1943],"2020],":[1208],"juvenile":[1209],"justice":[1210],"settings)":[1211],"provide":[1213],"accurate":[1215],"clinically":[1217],"useful":[1218],"universal":[1221,1373],"approaches":[1222],"seeking":[1223],"illness":[1229],"population.":[1233],"approach":[1235,1271,1468,1924],"selection":[1238,1410,1427],"that,":[1242],"though":[1243],"less":[1244],"universally":[1245],"applicable,":[1246],"successfully":[1249],"close":[1250],"clear":[1252],"\u2018translation":[1253],"gap\u2019":[1254],"promising":[1265,1916],"avenue":[1266],"expand":[1268],"electronic":[1276],"records,":[1278],"which,":[1279,1479],"providing":[1281],"contemporaneous":[1283],"patient\u2019s":[1287],"care,":[1291],"offer":[1293],"basis":[1295],"based":[1299,1391,1626],"solely":[1300,1509],"information":[1302],"collected":[1306],"during":[1309,2052],"treatment.":[1312],"contrast,":[1314],"notwithstanding":[1315],"notable":[1317],"exceptions":[1318],"highlighted":[1319],"Rocha":[1324],"2021),":[1327],"examine":[1330],"global":[1335,1364],"perspective":[1337],"still":[1339,1902],"infancy.":[1342],"Due":[1343],"cross-country":[1346],"existing":[1349],"models,":[1351],"relative":[1352,1575],"underdevelopment":[1353],"lower-":[1358],"middle-income":[1360],"countries,":[1361],"wide":[1363],"variations":[1365],"healthcare":[1367],"systems,":[1368],"goal":[1370],"too":[1384],"ambitious.":[1385],"Only":[1386],"three":[1387],"predictor":[1393,1409,1426],"configuration":[1394],"expert":[1396],"opinion":[1397],"stakeholder":[1399],"input,":[1400],"employing":[1404],"data-driven":[1406],"method":[1407],"risked":[1412],"limiting":[1413,1494],"applicability":[1415],"real-world":[1417,1656],"settings.":[1418,1843],"Current":[1419],"generally":[1422],"recommend":[1423],"priori":[1425],"informed":[1428],"knowledge,":[1431],"coefficients":[1439],"sufficiently":[1447],"resembles":[1448],"context":[1451],"intended.":[1456],"Recent":[1457],"suggested":[1462],"\u2018clinical":[1466],"learning\u2019":[1467],"levels":[1471],"comparable":[1475],"methods":[1478,1729],"sophisticated,":[1482],"introduce":[1484],"additional":[1485],"An":[1492],"characteristic":[1495],"literature":[1498],"search":[1499],"exclusion":[1502],"comprised":[1508],"neuroimaging":[1511,1538],"genetic":[1513,1540],"data.":[1514],"assertion":[1517],"effective":[1519],"aligns":[1527],"discussed":[1533],"implementing":[1537],"psychiatry":[1544],"(Bracher-Smith":[1545],"2021;":[1548],"Rashid":[1549],"&":[1550],"Calhoun,":[1551],"2020).":[1552],"brief,":[1554],"perspective,":[1558],"typically":[1562],"relied":[1563],"small":[1570],"extracted":[1583],"high-dimensional":[1585],"datasets.":[1586],"Furthermore,":[1587],"pragmatic":[1591],"cost":[1596],"involved":[1597],"collecting":[1599],"processing":[1601],"data":[1603,1630],"present":[1605],"likely":[1607,1737],"make":[1609,1650],"settings":[1615,1781],"impractical,":[1616],"further":[1618],"underscores":[1619],"readily":[1628],"available":[1629,1667],"fully":[1632],"maximise":[1633],"while":[1638],"inferences":[1651],"its":[1653,1699,1721],"relevance":[1654,1776],"practice,":[1657,1929],"rightfully":[1660],"there":[1663],"criteria":[1666],"Key":[1672],"concepts":[1673],"consideration":[1675],"feasibility":[1678],"adapting":[1680],"workflows":[1687],"availability":[1689],"interpretability":[1692],"output":[1694],"cost-effectiveness)":[1697],"acceptability":[1701],"expected":[1707],"who":[1715],"ultimately":[1717],"affected":[1719],"decisions":[1722],"devised":[1732],"formally":[1734],"quantify":[1735],"benefit":[1738],"compared":[1741],"current":[1743,1864,2054],"screening":[1744,1856],"protocols,":[1747],"crucial":[1751,1861],"engage":[1753],"stakeholders":[1756],"patients,":[1758],"parents":[1759],"clinicians)":[1761],"outset":[1764],"identify":[1769],"barriers.":[1773],"issues":[1783],"stigma":[1787],"labelled":[1790],"outcome,":[1798],"inform":[1810],"appropriate":[1811],"preventive":[1812],"interventions.":[1813],"proliferation":[1817],"years,":[1830],"yet":[1836],"ready":[1837],"To":[1844],"tangible":[1852],"improvements":[1853,1921],"assessment,":[1858],"enthusiasm":[1865],"generating":[1867],"novel":[1868],"expense":[1879],"quality,":[1882],"thorough":[1883],"By":[1888],"summarising":[1890],"made":[1892],"date":[1897],"addressed,":[1905],"provides":[1912],"us":[1913],"glimpse":[1917],"bring":[1926],"along":[1930],"roadmap":[1934],"how":[1936],"we":[1937],"get":[1939],"there.":[1940],"Alan":[1941],"J.":[1942],"acknowledges":[1944],"financial":[1945],"support":[1946],"Yale":[1948,1952],"Child":[1949],"Study":[1950],"Center,":[1951],"School":[1953],"Medicine.":[1955],"Andrea":[1956],"Danese":[1957],"funded":[1959],"National":[1962,1976,2016],"Institute":[1963],"Health":[1965,1977,2017],"Research":[1966,1969,1992],"(NIHR)":[1967],"Biomedical":[1968],"Centre":[1970],"South":[1972],"London":[1973],"Maudsley":[1975],"Service":[1978],"Foundation":[1979],"Trust":[1980],"King\u2019s":[1982,2021],"College":[1983,2022],"London,":[1984],"grant":[1986],"MR/P005918/1":[1987],"UK":[1990,2015],"Medical":[1991],"Council":[1993],"(MRC).":[1994],"views":[1996],"expressed":[1997],"article":[2000,2044],"necessarily":[2008],"MRC,":[2012],"Wellcome":[2013],"Trust,":[2014],"Service,":[2018],"NIHR":[2019],"London.":[2023],"declared":[2027],"no":[2031,2046],"conflicts":[2035],"interest.":[2037],"Data":[2038],"sharing":[2039],"applicable":[2041],"generated":[2049],"analyzed":[2051]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2021-12-06T00:00:00"}
