{"id":"W4392769277","doi":"10.1016/j.hrthm.2024.03.023","title":"Rethinking stroke prevention for patients with atrial fibrillation","year":2024,"lang":"en","type":"letter","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Population Health Research Institute; McMaster University","funders":"","keywords":"Medicine; Atrial fibrillation; Stroke (engine); Cardiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.006061457,0.0008094045,0.001982396,0.001368754,0.007007285,0.006076874,0.00225842,0.07373244,0.01248939],"category_scores_gemma":[0.06111359,0.0009587566,0.002393476,0.001095962,0.004094493,0.006194607,0.003696049,0.06166293,0.006553887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007154576,"about_ca_system_score_gemma":0.01436073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01561737,"about_ca_topic_score_gemma":0.03316532,"domain_scores_codex":[0.9927233,0.002204455,0.001334982,0.000707941,0.001779544,0.001249772],"domain_scores_gemma":[0.9649721,0.01790519,0.002224244,0.0009294867,0.003626134,0.01034283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000997419,0.0001706595,0.003269751,0.0001305234,0.00006814441,0.001704568,0.0005264663,0.0001006489,0.000231215,0.003248368,0.9639975,0.02645239],"study_design_scores_gemma":[0.0009997585,0.0004115578,0.01464888,0.002430612,0.0003893386,0.004524864,0.002045474,0.001066996,0.0004672451,0.03835494,0.9343889,0.0002713515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004107702,0.0006423336,0.00004879442,0.9880774,0.00869921,0.000007666655,0.00002233863,0.00001522398,0.002076372],"genre_scores_gemma":[0.003070775,0.0006626678,0.0001846182,0.9539415,0.04021065,0.00002958065,0.00002063606,0.00001538554,0.001864195],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07373244,"threshold_uncertainty_score":0.05191028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05003158351133146,"score_gpt":0.3191496132331172,"score_spread":0.2691180297217858,"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."}}