{"id":"W2898231687","doi":"10.22374/cjgim.v13isp1.310","title":"Does Lifestyle Impact Risk, Burden, and Symptomatology of Atrial Fibrillation?","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Medicine; Atrial fibrillation; Stroke (engine); Framingham Heart Study; Internal medicine; Cardiology; Framingham Risk Score; Population; Stroke risk; Demography; Ischemic stroke; Environmental health; Disease","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":[0.001226382,0.0002693664,0.000649161,0.0006049146,0.000653861,0.001551258,0.0005750958,0.001334477,0.006787105],"category_scores_gemma":[0.009891547,0.0002146123,0.001231172,0.001124249,0.0005371624,0.001016189,0.0005895649,0.001271755,0.0006197959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001019063,"about_ca_system_score_gemma":0.001644417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03555787,"about_ca_topic_score_gemma":0.05990897,"domain_scores_codex":[0.999051,0.0003131706,0.00009427979,0.0001293378,0.0002102187,0.0002019122],"domain_scores_gemma":[0.9958422,0.001034339,0.001413276,0.0002049662,0.0005329669,0.0009722387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004043563,0.0002500564,0.9685339,0.0002291974,0.0006326261,0.0001448649,0.0003310355,0.00006132104,0.00007671566,0.0004411243,0.001751964,0.02714275],"study_design_scores_gemma":[0.00001742246,0.0001146805,0.9965576,0.000214482,0.0002439784,0.0001696409,0.0003410816,0.00009596594,0.00001615678,0.0004930255,0.001723717,0.00001229455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.894016,0.05138905,0.0003871547,0.03126673,0.0006425384,0.00007905155,0.002526974,0.00003099753,0.0196615],"genre_scores_gemma":[0.9868448,0.009181309,0.0002578789,0.001505284,0.0004762637,0.00001666155,0.0006764162,0.00001214809,0.001029222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03555787,"threshold_uncertainty_score":0.07070178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0227056760558164,"score_gpt":0.3328941012909426,"score_spread":0.3101884252351262,"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."}}