{"id":"W4249902498","doi":"10.32920/14639319","title":"Depression","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Depression (economics); Psychosocial; Medicine; Distress; Population; Psychiatry; Feeling; Anxiety; Psychology; Social support; Clinical psychology; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004342253,0.0002516597,0.0004104522,0.0005267268,0.0008708747,0.0008439533,0.0004830311,0.0005958996,0.1677428],"category_scores_gemma":[0.002068703,0.0001560297,0.0004321498,0.0005478559,0.0001228114,0.0004233465,0.0006026258,0.0009500979,0.05572992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008123063,"about_ca_system_score_gemma":0.001063471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008812875,"about_ca_topic_score_gemma":0.01802416,"domain_scores_codex":[0.9995345,0.00006688711,0.0000481841,0.00005803438,0.0001798887,0.0001125837],"domain_scores_gemma":[0.9994524,0.00003959118,0.00005197269,0.00004847617,0.0002694131,0.0001382429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001564832,0.0001890614,0.01833215,0.0004000419,0.00005603085,0.0002405044,0.0002720544,0.00003246809,0.0002836297,0.001975996,0.6721908,0.3058708],"study_design_scores_gemma":[0.0001557317,0.0001631189,0.1055346,0.0006735786,0.00006248829,0.001362669,0.0006957822,0.000106479,0.000226964,0.002304661,0.8886869,0.00002696558],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03075145,0.01510711,0.001299288,0.02525065,0.003270735,0.001474582,0.02967638,0.0006894018,0.8924804],"genre_scores_gemma":[0.242804,0.01967242,0.002898609,0.02596205,0.001389093,0.001326828,0.0287023,0.0001584942,0.6770862],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1677428,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04765341144565347,"score_gpt":0.4578454106644116,"score_spread":0.4101919992187582,"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."}}