{"id":"W2124737614","doi":"10.1017/s2045796015000426","title":"Heuristic model of depressive disorders as systemic chronic disease","year":2015,"lang":"en","type":"article","venue":"Epidemiology and Psychiatric Sciences","topic":"Health, psychology, and well-being","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut Universitaire en Santé Mentale de Québec","funders":"","keywords":"Heuristic; Content (measure theory); Medicine; Psychology; Computer science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001056715,0.0003985598,0.0006355255,0.001184709,0.0007043097,0.002306636,0.001471653,0.001326833,0.01879722],"category_scores_gemma":[0.004408031,0.0003384916,0.0007706541,0.0008648669,0.001411667,0.001578135,0.001212944,0.001547774,0.0009544652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001913998,"about_ca_system_score_gemma":0.001830113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009426489,"about_ca_topic_score_gemma":0.008255123,"domain_scores_codex":[0.9993325,0.0003629485,0.00002530943,0.00008245974,0.00008493551,0.0001119082],"domain_scores_gemma":[0.9980437,0.001149168,0.0002060354,0.00008970453,0.0001946189,0.0003167779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001003306,0.0001299834,0.00775333,0.000114351,0.0001246059,0.000625452,0.0005155555,0.07046066,0.0001730378,0.9008328,0.007494413,0.01167558],"study_design_scores_gemma":[0.0001431557,0.00007112871,0.004125504,0.00007446608,0.00007986515,0.0006244149,0.0004764797,0.23624,0.00003806853,0.7538599,0.004228779,0.00003828691],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2769612,0.003986847,0.3301542,0.08016664,0.0008448033,0.0004288647,0.003920554,0.0002931858,0.3032437],"genre_scores_gemma":[0.9665145,0.001050431,0.01206314,0.001048386,0.0002410158,0.0001402242,0.0003279616,0.00001806197,0.0185963],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01879722,"threshold_uncertainty_score":0.06288296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1398773627645669,"score_gpt":0.4847742978249607,"score_spread":0.3448969350603939,"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."}}