{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008977875,0.0001505049,0.0003887177,0.0001799577,0.0001064854,0.00002428001,0.000044893,0.00003756181,0.0000012518],"category_scores_gemma":[0.00005555671,0.0001261903,0.0001649766,0.0005407119,0.00002616092,0.00007419076,0.0000136441,0.0001004135,0.00000409964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009786522,"about_ca_system_score_gemma":0.0001668087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001255802,"about_ca_topic_score_gemma":0.00001671796,"domain_scores_codex":[0.9983396,0.0001408683,0.0002245674,0.000472112,0.0006155209,0.0002073544],"domain_scores_gemma":[0.9987494,0.0000255602,0.00006677207,0.0008061673,0.0002091594,0.0001429113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001731814,0.0008630585,0.8048958,0.0004129659,0.0008707725,0.000008716317,0.0001235709,0.1511584,0.00001068353,0.00001787984,0.00007593317,0.03983039],"study_design_scores_gemma":[0.01024097,0.00140201,0.9560424,0.00004088581,0.0006091411,4.888865e-7,0.00009192242,0.03051353,0.000005151966,0.000008855684,0.0008971575,0.0001474502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9580128,0.0003134728,0.03095873,0.0000798867,0.00003717953,0.01034605,0.00006360285,0.0001498737,0.00003838893],"genre_scores_gemma":[0.9942674,0.00004822152,0.0007261714,0.00002296847,0.000112116,0.004285822,0.0004841977,0.00004004984,0.00001302567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1511467,"threshold_uncertainty_score":0.514589,"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."}}