{"id":"W4387933940","doi":"10.1016/j.jcjd.2023.10.385","title":"VALIDATION OF THE EUROPEAN SCORE2 MODELS IN A CANADIAN PRIMARY CARE COHORT","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Cohort; Primary care; Framingham Risk Score; Event (particle physics); Atherosclerotic cardiovascular disease; Cohort study; Disease; Risk assessment; Demography; Test (biology); Primary prevention; Environmental health; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01465938,0.002511799,0.001457763,0.00232637,0.003166123,0.003169884,0.003699159,0.001701358,0.002725847],"category_scores_gemma":[0.01959876,0.0007343979,0.002868444,0.002614361,0.0007653659,0.0009322339,0.002600083,0.002431621,0.001190823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01241636,"about_ca_system_score_gemma":0.02198785,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8782278,"about_ca_topic_score_gemma":0.8982703,"domain_scores_codex":[0.9943818,0.001631906,0.000311775,0.001181835,0.001520589,0.0009720878],"domain_scores_gemma":[0.989432,0.001885538,0.00055535,0.001051115,0.006125596,0.0009504385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002879257,0.0005593863,0.9147862,0.0001971541,0.002892996,0.0002918763,0.0008876664,0.008343254,0.0005096727,0.00134269,0.03208721,0.03522265],"study_design_scores_gemma":[0.0005654553,0.0003274559,0.9455757,0.0002600542,0.001667263,0.0004052689,0.001023649,0.03393235,0.0004422579,0.0008767098,0.01479648,0.0001273489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9545632,0.002323722,0.005933512,0.001924141,0.0004744116,0.0003486431,0.02669347,0.0003124356,0.007426463],"genre_scores_gemma":[0.9610112,0.0008389216,0.005248198,0.0005231675,0.0001120489,0.0003474282,0.02800546,0.0002165461,0.003697114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1217722,"threshold_uncertainty_score":0.2449786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01791330768283353,"score_gpt":0.245187726050164,"score_spread":0.2272744183673304,"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."}}