{"id":"W3136948906","doi":"10.1177/0706743721998044","title":"Precision Psychiatry: The Future Is Now","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Psychiatry; Psychology; MEDLINE; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.008972924,0.0007107154,0.001636206,0.003734787,0.003012651,0.00865746,0.001331902,0.005262417,0.03250481],"category_scores_gemma":[0.02415263,0.0005266628,0.000671322,0.004108126,0.007426032,0.01137774,0.003109756,0.008138392,0.01402115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005908795,"about_ca_system_score_gemma":0.01323176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01553612,"about_ca_topic_score_gemma":0.01931038,"domain_scores_codex":[0.9967837,0.0008528483,0.0003158369,0.0004472432,0.001179854,0.0004205446],"domain_scores_gemma":[0.9745225,0.008112169,0.001243903,0.002025907,0.0114737,0.002621767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001572897,0.00003004475,0.0006747976,0.0028826,0.00004943066,0.0001992634,0.0003356831,0.0001913528,0.0003578731,0.08233651,0.5630868,0.3496984],"study_design_scores_gemma":[0.00002234242,0.00003840258,0.0009347936,0.003515847,0.00003344732,0.0005169406,0.0002895156,0.00009400135,0.0001481,0.02971773,0.9646568,0.00003208891],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0005901315,0.4761142,0.002695782,0.4523235,0.03444726,0.00003022045,0.0007610397,0.0002178549,0.0328201],"genre_scores_gemma":[0.03086715,0.7225222,0.005902233,0.1328579,0.07319769,0.0001001413,0.001123725,0.000279241,0.03314971],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03250481,"threshold_uncertainty_score":0.1087394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01005909971537123,"score_gpt":0.2659373198061804,"score_spread":0.2558782200908092,"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."}}