{"id":"W1601862985","doi":"10.26443/mjm.v10i1.625","title":"Personalized Medicine and the Practice of Medicine in the 21st Century","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Pharmacogenetics and Drug Metabolism","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Alternative medicine; Personalized medicine; Family medicine; Traditional medicine; Medical education; Bioinformatics; Pathology","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":[0.01201151,0.000790254,0.001946088,0.001311263,0.003179343,0.009717846,0.001661897,0.009429103,0.05606152],"category_scores_gemma":[0.03821477,0.0004171323,0.0006518107,0.001817528,0.01179542,0.01024256,0.004726444,0.01176741,0.01421995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00591874,"about_ca_system_score_gemma":0.01706178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01286123,"about_ca_topic_score_gemma":0.01934815,"domain_scores_codex":[0.9891317,0.004400523,0.0007297176,0.001251628,0.003827462,0.0006588939],"domain_scores_gemma":[0.9557108,0.02190139,0.003670399,0.00405364,0.008033735,0.006630066],"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":[0.0001655198,0.00009416394,0.001111723,0.001704386,0.00005383095,0.0002294944,0.0005377494,0.0002527732,0.0006045623,0.1220093,0.6573942,0.2158423],"study_design_scores_gemma":[0.00002582806,0.00003806104,0.001428966,0.002102285,0.00001314226,0.0002695903,0.0003324297,0.0001263445,0.00008338918,0.03780958,0.9577402,0.00003011726],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0006996154,0.1400915,0.002474619,0.7101773,0.03838911,0.00004007319,0.0002142466,0.0001588328,0.1077547],"genre_scores_gemma":[0.03893988,0.2672542,0.006181376,0.5402023,0.0762341,0.0002917029,0.0003307966,0.0002793504,0.07028639],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05606152,"threshold_uncertainty_score":0.1875445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1382693999547521,"score_gpt":0.4482426661609605,"score_spread":0.3099732662062084,"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."}}