{"id":"W2104671022","doi":"10.1136/heartjnl-2013-303656","title":"Stroke prevention for patients with atrial fibrillation: improving but not perfect yet","year":2013,"lang":"en","type":"letter","venue":"Heart","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Atrial fibrillation; Stroke (engine); Cardiology; Intensive care medicine; Internal medicine; Medical emergency","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001434659,0.0002807026,0.0005473153,0.0001722163,0.0001218843,0.00007940023,0.00005065147,0.0003916931,0.0003803107],"category_scores_gemma":[0.0001683879,0.0002206871,0.0005069291,0.00007934366,0.00002833444,0.0001658902,0.00003929474,0.0003028509,0.0001539973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009081862,"about_ca_system_score_gemma":0.00009698151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003018116,"about_ca_topic_score_gemma":0.000001638234,"domain_scores_codex":[0.9983195,0.00005348607,0.00038197,0.0004045438,0.0005181206,0.0003223909],"domain_scores_gemma":[0.9988874,0.0002635587,0.0002419477,0.0003278569,0.0002213804,0.00005784943],"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":[0.000752202,0.000002811003,0.1498049,0.0006153909,0.0002738011,0.00000343388,0.00001884924,0.00001482737,0.00004835224,0.00001189842,0.8418874,0.006566091],"study_design_scores_gemma":[0.00411978,0.001052586,0.04627337,0.0001419019,0.0005761902,0.000002982295,0.000005235516,0.0002209642,0.00003599722,0.0000177422,0.9472794,0.0002738331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.3700934,0.0002254023,0.00146686,0.6062227,0.004595495,0.01522444,0.0003081443,0.000437768,0.001425766],"genre_scores_gemma":[0.09095492,0.00005871646,0.02214858,0.2389992,0.1835956,0.00008424729,0.01532202,0.0006155492,0.4482211],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4467953,"threshold_uncertainty_score":0.8999358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0396452024144972,"score_gpt":0.2986331344551316,"score_spread":0.2589879320406344,"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."}}