{"id":"W2548480191","doi":"10.1161/circep.115.003333","title":"Uncovering Atrial Fibrillation Beyond Short-Term Monitoring in Cryptogenic Stroke Patients","year":2016,"lang":"en","type":"article","venue":"Circulation Arrhythmia and Electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":184,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Asymptomatic; Atrial fibrillation; Stroke (engine); Internal medicine; Cardiology; Randomized controlled trial","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":[0.00007196892,0.0001477898,0.0002892358,0.0002063306,0.00007346189,0.00001349086,0.00002502977,0.000115742,0.00003850135],"category_scores_gemma":[0.00008827804,0.0001153563,0.0001243022,0.0001555048,0.00003576003,0.0001880294,0.00003163521,0.00006757434,0.00001953308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001429458,"about_ca_system_score_gemma":0.00002869984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004808956,"about_ca_topic_score_gemma":0.000001763599,"domain_scores_codex":[0.9988937,0.00005025153,0.0003320368,0.0003051409,0.0001481088,0.0002707115],"domain_scores_gemma":[0.9995434,0.0001000595,0.00008305182,0.0001470438,0.00005920551,0.00006723945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003732079,0.000001063195,0.7647285,0.0000152447,0.00003722797,0.000003313807,0.00002860164,0.0004324557,0.1735987,0.0003190615,0.000001985048,0.0604607],"study_design_scores_gemma":[0.002320685,0.0001728425,0.9942765,0.00003162447,0.00004177621,0.00000576125,0.000005137203,0.0002678294,0.001288552,0.0009890313,0.0004616186,0.0001387049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981106,0.0001512398,0.0004484575,0.0003705738,0.000362722,0.0003504474,0.000002301886,0.00004820838,0.0001554599],"genre_scores_gemma":[0.9969135,0.0002521708,0.0001371527,0.00001722969,0.002519897,0.000001685533,0.00002813437,0.00001785685,0.000112367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2295479,"threshold_uncertainty_score":0.4704095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02172866962790422,"score_gpt":0.2823571473756957,"score_spread":0.2606284777477915,"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."}}