{"id":"W3131002018","doi":"10.1177/0706743721996110","title":"The Evolution of Psychiatric Epidemiology: Where to Next?","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Queensland Government; Danmarks Grundforskningsfond; National Research Foundation; European Commission; Queensland Health","keywords":"Epidemiology; Psychiatry; Psychiatric epidemiology; Psychology; MEDLINE; Medicine; Mental health; Political science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06601943,0.00110234,0.003348649,0.008142512,0.005143109,0.01716527,0.004412704,0.0137251,0.01055378],"category_scores_gemma":[0.1484806,0.00142706,0.001812966,0.008430487,0.02159663,0.04056709,0.006540024,0.02426392,0.001616151],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02356584,"about_ca_system_score_gemma":0.03732245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1683346,"about_ca_topic_score_gemma":0.2363083,"domain_scores_codex":[0.9790491,0.009335862,0.00309826,0.003176819,0.003472372,0.001867665],"domain_scores_gemma":[0.7680982,0.1366779,0.0102642,0.00818604,0.06216782,0.01460573],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004327658,0.000493485,0.09069703,0.006627821,0.000800668,0.0006854131,0.01149383,0.001550135,0.001033315,0.1802379,0.2243639,0.4815836],"study_design_scores_gemma":[0.0001558417,0.0003196173,0.1008103,0.02679771,0.0005983248,0.001591272,0.03649492,0.002256946,0.0003713746,0.2314742,0.5982698,0.0008596876],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003124117,0.1393903,0.003221357,0.8454998,0.005861419,0.00002943619,0.0003072631,0.000103458,0.002462842],"genre_scores_gemma":[0.1510532,0.4335703,0.02338475,0.3511963,0.03621571,0.0002159869,0.0009043798,0.0003219779,0.003137388],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9764342,"threshold_uncertainty_score":0.3491483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03876104822340114,"score_gpt":0.3536088704013132,"score_spread":0.314847822177912,"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."}}