{"id":"W4285590912","doi":"10.1177/07067437221112907","title":"Drug Discovery in Psychiatry: Rethinking Conventional Wisdom","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Drug; Drug discovery; Psychology; Psychiatry; Chemistry","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":[0.1105081,0.001969713,0.006255966,0.01101777,0.008006379,0.02221909,0.01049603,0.02680125,0.004537854],"category_scores_gemma":[0.1305045,0.001395097,0.00201102,0.004783957,0.1100933,0.04871134,0.01290689,0.0553854,0.001729783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01897719,"about_ca_system_score_gemma":0.02600964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01867564,"about_ca_topic_score_gemma":0.02651902,"domain_scores_codex":[0.9471059,0.02791746,0.003389427,0.005579202,0.01402512,0.001982965],"domain_scores_gemma":[0.7481339,0.2038503,0.005490714,0.01193549,0.02368539,0.006904164],"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":[0.0002202115,0.0001417946,0.0006598149,0.001908899,0.0002782303,0.0002364043,0.006059273,0.0007794475,0.000245353,0.7926911,0.126682,0.07009737],"study_design_scores_gemma":[0.0001247592,0.00005896372,0.0002904281,0.001751162,0.00006151375,0.00008699278,0.001611865,0.0005883591,0.0001316103,0.8949714,0.1002343,0.0000885641],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001469505,0.1299261,0.009701054,0.8348082,0.01577996,0.00002681257,0.0000762682,0.0001401354,0.008071996],"genre_scores_gemma":[0.1778433,0.1416053,0.03022593,0.5753317,0.07003514,0.0002785877,0.0001209603,0.0004588087,0.004100193],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1105081,"threshold_uncertainty_score":0.5844295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02388566643060902,"score_gpt":0.2423253083391376,"score_spread":0.2184396419085286,"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."}}