{"id":"W4399512662","doi":"10.3389/frcha.2024.1367075","title":"Scoping review on prevention of suicidal thoughts and behaviors in adolescents: methods, effectiveness and future directions","year":2024,"lang":"en","type":"review","venue":"Frontiers in Child and Adolescent Psychiatry","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"Agence Régionale de Santé Île-de-France","keywords":"Psychology; Psychotherapist; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000914857,0.0006184974,0.002286227,0.0006746936,0.0001074902,0.00003055904,0.000145935,0.0004102138,0.000005111762],"category_scores_gemma":[0.000020145,0.0004946553,0.0003017185,0.0006364724,0.0001377237,0.00007449297,0.0001122927,0.00107518,0.000001870702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006721388,"about_ca_system_score_gemma":0.00007347064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001236985,"about_ca_topic_score_gemma":0.0000590395,"domain_scores_codex":[0.9962888,0.001264716,0.0009469982,0.0009801107,0.0001573929,0.0003620111],"domain_scores_gemma":[0.999159,0.00005338763,0.0003324443,0.0003392064,0.00002026135,0.00009569614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007013524,0.0004884633,0.01698441,0.318996,0.0001908613,0.00001013522,0.0001627247,2.472439e-8,3.50698e-8,0.0001118978,0.001415293,0.6615701],"study_design_scores_gemma":[0.001033784,0.0001940278,0.03141678,0.9109189,0.002045768,0.00008591155,0.0004899238,3.867304e-7,2.4453e-7,0.0002842873,0.05290597,0.0006240252],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001747806,0.9888858,0.00005591378,0.0002075893,0.007511837,0.002902414,0.00003287258,0.00003840631,0.0001903367],"genre_scores_gemma":[0.00006535391,0.9980198,0.0007924753,0.0001779219,0.0006132351,0.0002225909,0.00001944769,0.00006450291,0.00002465282],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.660946,"threshold_uncertainty_score":0.9997505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02662821473824806,"score_gpt":0.3970301479497787,"score_spread":0.3704019332115306,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}