{"id":"W2141970403","doi":"10.1093/europace/eut043","title":"An update and current expert opinions on percutaneous left atrial appendage occlusion for stroke prevention in atrial fibrillation","year":2013,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine; Atrial fibrillation; Left atrial appendage occlusion; Stroke (engine); Percutaneous; Occlusion; Cardiology; Internal medicine; Randomized controlled trial; Surgery; Warfarin","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":[0.0002342777,0.0001695128,0.0002622928,0.0001864642,0.0001241435,0.00006571823,0.00005264739,0.00006719508,0.000204832],"category_scores_gemma":[0.0001857951,0.0001507245,0.0001991598,0.0000881356,0.00002403637,0.0002367727,0.00005093614,0.0000978025,0.00008356485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005818811,"about_ca_system_score_gemma":0.00002856701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002979412,"about_ca_topic_score_gemma":0.00001630443,"domain_scores_codex":[0.9987502,0.0001288466,0.0003290456,0.0003395777,0.0002370583,0.0002153182],"domain_scores_gemma":[0.9993638,0.0001354609,0.0001157215,0.0002179741,0.00005347317,0.0001135239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01007947,0.0000896294,0.3820229,0.000535213,0.0002635436,0.00006554698,0.002996463,0.006547931,0.02436564,0.005588696,0.01193568,0.5555092],"study_design_scores_gemma":[0.01764002,0.004463715,0.2768639,0.0004219091,0.0003202003,0.0001536095,0.0006090415,0.06675535,0.0005748232,0.001347561,0.6298382,0.001011601],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876249,0.0008803398,0.002766673,0.004309457,0.001399435,0.00268155,0.00002660834,0.0001113422,0.0001996986],"genre_scores_gemma":[0.9922838,0.0008549224,0.00145557,0.00007323667,0.003820301,3.984021e-7,0.0004199901,0.00003695086,0.001054828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6179026,"threshold_uncertainty_score":0.6146365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04512188576670934,"score_gpt":0.3618366076644691,"score_spread":0.3167147218977597,"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."}}