{"id":"W4387582013","doi":"10.58931/cdet.2023.1315","title":"Lipoprotein (a) in Cardiovascular Risk Assessment and Management in Diabetes Mellitus","year":2023,"lang":"en","type":"article","venue":"Canadian Diabetes & Endocrinology Today","topic":"Lipoproteins and Cardiovascular Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Lipoprotein(a); Risk factor; Diabetes mellitus; Internal medicine; Disease; Type 2 Diabetes Mellitus; Coronary heart disease; Stroke (engine); Atherosclerotic cardiovascular disease; Family history; Risk assessment; Lipoprotein; Cardiology; Endocrinology; Cholesterol","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001331707,0.0003304997,0.0009934341,0.001521129,0.0001277872,0.00003364363,0.0001826378,0.0001964073,0.00005446134],"category_scores_gemma":[0.00008665748,0.0003363712,0.0003099791,0.001081358,0.0001559778,0.0000959847,0.0001265606,0.0006373752,0.00008612731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007515935,"about_ca_system_score_gemma":0.0003490481,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05751078,"about_ca_topic_score_gemma":0.07240077,"domain_scores_codex":[0.996015,0.0003600511,0.0004642314,0.0008074396,0.0003884538,0.001964783],"domain_scores_gemma":[0.9981778,0.00006887904,0.00005479771,0.001030614,0.00004776925,0.000620148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000548514,0.0000362942,0.6488497,0.0003421085,0.0009115565,0.001653457,0.00009659665,0.0001112238,0.00003088162,0.0007644835,0.0003574048,0.3468409],"study_design_scores_gemma":[0.002521833,0.0001334089,0.9377946,0.0001751499,0.000223697,0.00001210303,0.0001974222,0.0003832764,0.0003021914,0.0006367782,0.05730467,0.000314825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724874,0.01946887,0.000003865398,0.002122916,0.0002609588,0.001755802,0.00003464003,0.0001103782,0.003755148],"genre_scores_gemma":[0.9871913,0.01033101,0.000459938,0.0007306901,0.0001354887,0.0008543438,0.00006742853,0.00005824372,0.0001715549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.346526,"threshold_uncertainty_score":0.9999088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01195459978827774,"score_gpt":0.2558774691362255,"score_spread":0.2439228693479478,"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."}}