{"id":"W4287877045","doi":"10.1016/j.jacc.2022.04.062","title":"Impact of Peridevice Leak on 5-Year Outcomes After Left Atrial Appendage Closure","year":2022,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":128,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"Boston Scientific Corporation; Biosense Webster; Abbott Laboratories","keywords":"Medicine; Atrial fibrillation; Atrial Appendage; Internal medicine; Stroke (engine); Cardiology; Warfarin; Cohort; Embolism; Appendage; Surgery","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":[0.0006555088,0.0001408887,0.001277661,0.0002439814,0.00006450546,0.000002167785,0.0002519947,0.00002897769,0.0002418571],"category_scores_gemma":[0.000304901,0.00008375381,0.002112313,0.0003165941,0.0001831664,0.00003763131,0.0001789191,0.0002924465,0.000002589786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001449928,"about_ca_system_score_gemma":0.0002205051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000013508,"about_ca_topic_score_gemma":0.000001864867,"domain_scores_codex":[0.9981177,0.0004582987,0.0006402329,0.0001101336,0.0005052575,0.0001683462],"domain_scores_gemma":[0.9979778,0.0003258483,0.001168345,0.0003196008,0.0001474238,0.00006096313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006051921,0.000006452748,0.9832646,0.00001386887,0.001340167,0.00008527476,0.00004570941,0.004069353,0.0003785277,0.0001283025,0.004505011,0.0001108216],"study_design_scores_gemma":[0.002167305,0.002760686,0.9721701,0.00001379512,0.0004861012,0.0002817755,0.0006189978,0.00000817851,0.00003249501,0.00004861534,0.02133613,0.0000757859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935385,0.0001215067,0.00002003374,0.004248558,0.0007051078,0.0002513021,0.0001240193,0.000004626186,0.0009863492],"genre_scores_gemma":[0.9979219,0.00003751921,0.0001037578,0.0001923172,0.0008838793,2.15025e-7,0.000001423102,0.00001680055,0.0008422154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01683112,"threshold_uncertainty_score":0.3415381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02356259324899017,"score_gpt":0.328423656985991,"score_spread":0.3048610637370008,"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."}}