{"id":"W3016888169","doi":"10.1080/09540261.2020.1741846","title":"Distress, desperation and despair: anxiety, depression and suicidality among rural South African youth","year":2020,"lang":"en","type":"article","venue":"International Review of Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Canadian Institutes of Health Research","keywords":"Psychiatry; Anxiety; Depression (economics); Mental health; Medicine; Distress; Psychology; Clinical psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001241588,0.0002978258,0.0005288981,0.001326074,0.0005813417,0.0006632986,0.0003550947,0.0003815177,0.0009846002],"category_scores_gemma":[0.003765289,0.0003240701,0.001012478,0.002095499,0.0002775235,0.0006472857,0.0008313931,0.0004969749,0.0000532637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005488338,"about_ca_system_score_gemma":0.0007740721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01401482,"about_ca_topic_score_gemma":0.02934183,"domain_scores_codex":[0.9994805,0.0002268047,0.00008748571,0.00005885097,0.00008113096,0.00006518726],"domain_scores_gemma":[0.999023,0.0002544718,0.0005304522,0.00002332061,0.00009158093,0.00007721093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000318105,0.0001216288,0.9497809,0.005235177,0.001085843,0.0003995665,0.00372003,0.00005931085,0.0001782783,0.0001586278,0.001042527,0.03790006],"study_design_scores_gemma":[0.00003424897,0.000148363,0.9880976,0.003446216,0.0007641147,0.0005845238,0.005271263,0.0001118753,0.00005713016,0.0001454226,0.001323757,0.0000154787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9379261,0.05935146,0.00008197307,0.0009909036,0.00003745142,0.00008479678,0.0007360576,0.000003615597,0.0007877332],"genre_scores_gemma":[0.9813169,0.01781326,0.0001504013,0.000181443,0.00002321563,0.00009152139,0.0002833675,0.000001029505,0.00013889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01401482,"threshold_uncertainty_score":0.02786648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02457464172167906,"score_gpt":0.341865746320269,"score_spread":0.3172911045985899,"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."}}