{"id":"W4392117918","doi":"10.15173/m.v1i29.1181","title":"Understanding Depression","year":2016,"lang":"en","type":"article","venue":"The Meducator","topic":"Mental Health via Writing","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Depression (economics); Psychology; Peer review; Medicine; Psychiatry; Political science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004052885,0.0003828594,0.0002379014,0.001949146,0.00168256,0.003275469,0.0002795354,0.00132158,0.1425982],"category_scores_gemma":[0.003658967,0.0001243048,0.0001955566,0.001000357,0.0006299239,0.002813241,0.001244892,0.001634085,0.02674071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001086354,"about_ca_system_score_gemma":0.001157205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002713697,"about_ca_topic_score_gemma":0.01031863,"domain_scores_codex":[0.9997831,0.00007912102,0.00001563388,0.00002372431,0.00006202261,0.00003643434],"domain_scores_gemma":[0.9986708,0.0005962417,0.00007688713,0.00006513533,0.0002844758,0.0003063808],"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":[0.00001311028,0.00001331429,0.0003863134,0.0001283018,0.000001646894,0.00004163067,0.001000822,0.00000651934,0.0001106428,0.00435363,0.9355797,0.05836426],"study_design_scores_gemma":[0.000003967427,0.0000146213,0.001580523,0.0003252956,0.00000354604,0.000239574,0.001429141,0.00002617109,0.0001616011,0.004525493,0.991685,0.000004892172],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005757818,0.05088991,0.001659697,0.2692017,0.04286732,0.00006411756,0.0039416,0.0004407247,0.6251772],"genre_scores_gemma":[0.07311298,0.0290926,0.001452028,0.05777117,0.03022641,0.0001250002,0.002696723,0.0004383652,0.8050848],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1425982,"threshold_uncertainty_score":0.4770386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2346025398889056,"score_gpt":0.4178858984214014,"score_spread":0.1832833585324958,"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."}}