{"id":"W2086435918","doi":"10.1016/j.amjcard.2014.01.418","title":"Risk and the Physics of Clinical Prediction","year":2014,"lang":"en","type":"review","venue":"The American Journal of Cardiology","topic":"Lipoproteins and Cardiovascular Health","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"McGill University Health Centre; McGill University","keywords":"Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.004166822,0.001460497,0.003274115,0.003673533,0.0004636594,0.002533776,0.00181664,0.002930815,0.003394916],"category_scores_gemma":[0.009794155,0.0007860299,0.001263675,0.002964135,0.003117048,0.002920937,0.001736421,0.005022506,0.001144322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002208328,"about_ca_system_score_gemma":0.003173046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003671407,"about_ca_topic_score_gemma":0.003535577,"domain_scores_codex":[0.9986754,0.0005434686,0.0001534838,0.0001874893,0.0003893681,0.00005079123],"domain_scores_gemma":[0.9908126,0.007702809,0.0004555929,0.0001659643,0.0007260911,0.0001369682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001023208,0.0001044957,0.001234316,0.01528761,0.0005385109,0.0001255556,0.0001160304,0.001899705,0.0002005548,0.04161742,0.02748599,0.9112875],"study_design_scores_gemma":[0.00008934444,0.0001819166,0.004516063,0.02626556,0.0008505746,0.001368503,0.0002531531,0.002297186,0.0003571107,0.149539,0.814099,0.000182511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005826363,0.9977906,0.0004127806,0.001177718,0.0002288068,0.00000259589,0.000009302908,0.000004572887,0.0003153516],"genre_scores_gemma":[0.001416098,0.9965808,0.0004449015,0.0005547994,0.000785214,0.000007196892,0.00001501482,0.000002142921,0.0001937814],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004166822,"threshold_uncertainty_score":0.02203655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04180941035090149,"score_gpt":0.3768234932464652,"score_spread":0.3350140828955638,"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."}}