{"id":"W2611830505","doi":"10.1017/s1463423617000196","title":"How do family medicine residents choose an anticoagulation regimen for patients with nonvalvular atrial fibrillation?","year":2017,"lang":"en","type":"article","venue":"Primary Health Care Research & Development","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Western University; University of Manitoba; University of Calgary; University of Toronto","funders":"Bayer HealthCare","keywords":"Atrial fibrillation; Regimen; Medicine; Internal medicine; Intensive care medicine; Cardiology; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002250666,0.0002688199,0.000642108,0.0004896821,0.001942399,0.0002867077,0.0003021905,0.0001192443,0.00001718599],"category_scores_gemma":[0.0009293363,0.0002077037,0.0001011003,0.0002301483,0.0001787829,0.0006709847,0.0002212779,0.000221409,0.00001295694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00130162,"about_ca_system_score_gemma":0.001787715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001757826,"about_ca_topic_score_gemma":0.00003663226,"domain_scores_codex":[0.9954706,0.0002302012,0.0005992953,0.0006758362,0.002250451,0.0007736246],"domain_scores_gemma":[0.9962744,0.0002421628,0.0004386458,0.0009320704,0.001583472,0.0005293082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003035,0.00001503825,0.7891464,0.001087447,0.00017533,0.000006196683,0.00165723,0.00001244955,0.00002705489,0.0002472175,0.004562284,0.2000283],"study_design_scores_gemma":[0.00753115,0.001126068,0.8687196,0.0003233276,0.00003813572,7.006034e-7,0.0003709808,0.00002469425,0.0000189609,0.00009588038,0.1215565,0.0001939841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338577,0.003408874,0.001347219,0.04753971,0.0008509291,0.01094386,0.00002672518,0.0001636247,0.001861306],"genre_scores_gemma":[0.9734264,0.0008235791,0.01835246,0.0004645256,0.003242004,0.00003586644,0.001813275,0.00009108052,0.001750836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1998344,"threshold_uncertainty_score":0.9993569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1164991127334947,"score_gpt":0.4383270074504551,"score_spread":0.3218278947169604,"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."}}