{"id":"W4288535482","doi":"10.1186/s13063-022-06539-8","title":"An intervention to reduce stigma and improve management of depression, risk of suicide/self-harm and other significant emotional or medically unexplained complaints among adolescents living in urban slums: protocol for the ARTEMIS project","year":2022,"lang":"en","type":"article","venue":"Trials","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"National Health and Medical Research Council; National Institute of Mental Health; Medical Research Council; University College London; Guy's and St Thomas' Charity; National Institute for Health and Care Research; Department of Health and Social Care; National Institute of Mental Health and Neurosciences; King's College London; UK Research and Innovation; London School of Hygiene and Tropical Medicine","keywords":"Medicine; Suicidal ideation; Mental health; Patient Health Questionnaire; Psychiatry; Suicide prevention; Cohort; Poison control; Depression (economics); Environmental health; Anxiety; Depressive symptoms","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":[],"consensus_categories":[],"category_scores_codex":[0.005457268,0.0001627101,0.0005136121,0.0001576675,0.0001804809,0.00001673566,0.000224065,0.00004720427,0.0002829497],"category_scores_gemma":[0.0004680798,0.0001067597,0.00008851448,0.0001880341,0.00008841976,0.00004495934,0.0001828941,0.0001294635,4.805989e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003875627,"about_ca_system_score_gemma":0.0000245995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001006889,"about_ca_topic_score_gemma":0.0001542121,"domain_scores_codex":[0.9967989,0.001283453,0.0009978345,0.0003973071,0.0003056072,0.0002169494],"domain_scores_gemma":[0.9978552,0.001110791,0.0006507771,0.0002651198,0.00006135217,0.00005676976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01674377,0.002929059,0.9081735,0.001425343,0.0014846,0.0000159564,0.02934186,0.00004111913,0.002865224,0.0002403036,0.003802819,0.03293647],"study_design_scores_gemma":[0.01416067,0.001866719,0.9552777,0.0007714343,0.0003245226,0.000004362016,0.02544535,0.0005634305,0.0006934216,0.0001798275,0.0004516145,0.0002609202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8882055,0.0000683836,0.0009071043,0.00005739,0.000181978,0.1103005,0.0001804264,0.00002966604,0.00006910269],"genre_scores_gemma":[0.8860238,0.00000468496,0.0003879452,0.00004064668,0.00006585504,0.1133599,0.000003616191,0.00002033075,0.00009321676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04710425,"threshold_uncertainty_score":0.4353532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1114631797020304,"score_gpt":0.4299731748265248,"score_spread":0.3185099951244943,"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."}}