{"id":"W4381249868","doi":"10.2196/46533","title":"A Web-Based Application for Risk Stratification and Optimization in Patients With Cardiovascular Disease: Pilot Study","year":2023,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Lipoproteins and Cardiovascular Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Cambridge Cardiac Care Centre; University of Ottawa","funders":"","keywords":"Medicine; Psychological intervention; Aspirin; Disease; Residual risk; Comorbidity; Framingham Risk Score; Ramipril; Intensive care medicine; Statin; Physical therapy; Internal medicine; Blood pressure","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005153217,0.0006303942,0.0006041811,0.0006022009,0.0003146836,0.0008198399,0.0006599762,0.0007048475,0.005153782],"category_scores_gemma":[0.01451315,0.0002585753,0.0006171603,0.0003885385,0.0003735623,0.0008452478,0.001124514,0.0006365242,0.001342393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002753159,"about_ca_system_score_gemma":0.0008893683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007509141,"about_ca_topic_score_gemma":0.0006076197,"domain_scores_codex":[0.9982139,0.001219511,0.0001329914,0.0001439019,0.0001637482,0.0001259583],"domain_scores_gemma":[0.9897562,0.007818735,0.0003867894,0.0006388014,0.000566544,0.0008329825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04632013,0.1031439,0.1817944,0.002139953,0.0008215035,0.001837585,0.004270921,0.00648499,0.007894603,0.0009505895,0.01963478,0.6247067],"study_design_scores_gemma":[0.06191949,0.2191439,0.5631853,0.0008041022,0.002087119,0.002610239,0.003353881,0.09270947,0.01522507,0.00255807,0.03590244,0.0005009702],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838818,0.0001382751,0.007505531,0.0003589792,0.0000483078,0.003823231,0.001408719,0.001309859,0.001525329],"genre_scores_gemma":[0.9483236,0.0002978546,0.04040617,0.0005524139,0.000129373,0.006209031,0.002355801,0.0001779599,0.001547731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005153782,"threshold_uncertainty_score":0.02725315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01381641308563567,"score_gpt":0.2529377320159257,"score_spread":0.2391213189302901,"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."}}