{"id":"W4394871408","doi":"10.1056/nejmc2401632","title":"Stroke Prevention in Subclinical Atrial Fibrillation","year":2024,"lang":"en","type":"letter","venue":"New England Journal of Medicine","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Atrial fibrillation; Subclinical infection; Cardiology; Internal medicine; Medicine; Stroke (engine); Physics","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":[0.002355967,0.0005269058,0.001602053,0.00108879,0.003920663,0.003393345,0.001007972,0.0364968,0.0104409],"category_scores_gemma":[0.02918551,0.0005723977,0.001033696,0.001026009,0.001506852,0.001935876,0.001437028,0.02592106,0.00472474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003686171,"about_ca_system_score_gemma":0.006333107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01323114,"about_ca_topic_score_gemma":0.02751635,"domain_scores_codex":[0.9974463,0.0008624911,0.0004474389,0.0002019049,0.0005611129,0.0004808032],"domain_scores_gemma":[0.9884371,0.00611196,0.0008192738,0.0002621922,0.00126545,0.003103943],"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":[0.0001657442,0.0001994878,0.006805651,0.0001402396,0.00004574203,0.004428279,0.0002282223,0.0001230923,0.000209204,0.002967584,0.9537179,0.03096898],"study_design_scores_gemma":[0.001899918,0.0006223795,0.03837227,0.003196315,0.0003766821,0.01489559,0.001411336,0.003188146,0.0006228216,0.0298307,0.9053878,0.0001960994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001662919,0.001387269,0.0000643009,0.9756561,0.01233813,0.00001661857,0.00008243496,0.0000203769,0.008771898],"genre_scores_gemma":[0.01558963,0.00181991,0.0003104437,0.8890844,0.08432006,0.0000757333,0.00008573665,0.00002473286,0.008689369],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0364968,"threshold_uncertainty_score":0.03492832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08704921116429809,"score_gpt":0.3831558616615109,"score_spread":0.2961066504972128,"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."}}