{"id":"W1598667723","doi":"10.5750/ejpch.v2i1.704","title":"Adaptive many model medicine trumps monocultural models: comment on the Miles and Mezzich emergent model of modern clinical practice","year":2014,"lang":"en","type":"article","venue":"European Journal for Person Centered Healthcare","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Epistemology; Dominance (genetics); Psychology; Sociology; Philosophy","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":[0.03014952,0.0008996822,0.001267622,0.001442792,0.008764664,0.007820482,0.0101697,0.03340564,0.005295949],"category_scores_gemma":[0.07711419,0.0007582967,0.001661301,0.00194029,0.03538349,0.02178414,0.008809522,0.06422073,0.002203577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0109868,"about_ca_system_score_gemma":0.008944652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02112322,"about_ca_topic_score_gemma":0.02208824,"domain_scores_codex":[0.9827496,0.00837768,0.0007537218,0.002731509,0.004065534,0.001321854],"domain_scores_gemma":[0.9212385,0.06360497,0.002819577,0.001841367,0.007844296,0.002651277],"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":[0.00006867831,0.00002590722,0.0003830697,0.0001860417,0.00001605689,0.0005203103,0.007729557,0.0002137016,0.00007619292,0.2091328,0.7753065,0.006341229],"study_design_scores_gemma":[0.0001681919,0.00006570203,0.001072239,0.0009624523,0.00003414693,0.0008659008,0.01463706,0.001187415,0.0004620492,0.2826122,0.6977192,0.000213523],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002470033,0.0008044832,0.0002471444,0.9960439,0.001738028,0.000004015339,0.00001287726,0.00001006248,0.0008925213],"genre_scores_gemma":[0.01213653,0.0009691073,0.0006495494,0.9768713,0.007954171,0.00007149354,0.00001342484,0.00003557902,0.001298771],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03340564,"threshold_uncertainty_score":0.1594478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4324198865368544,"score_gpt":0.3866164396147876,"score_spread":0.04580344692206684,"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."}}