{"id":"W1973432408","doi":"10.5402/2012/606324","title":"Minimally Invasive Surgical Therapies for Atrial Fibrillation","year":2012,"lang":"en","type":"article","venue":"ISRN Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Lawson Health Research Institute; Western University","funders":"","keywords":"Atrial fibrillation; Medicine; Sinus rhythm; Cardiology; Ablation; Heart failure; Internal medicine; Stroke (engine); Pulmonary vein; Antithrombotic; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002400086,0.0003566014,0.0003344204,0.0006421081,0.0002651911,0.0002811176,0.0002196621,0.0003571975,0.003621754],"category_scores_gemma":[0.0008147963,0.00004526308,0.0003838472,0.0003235296,0.0002625813,0.0003036217,0.0003334475,0.0006862091,0.001024466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001182257,"about_ca_system_score_gemma":0.000281464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000124076,"about_ca_topic_score_gemma":0.0003111007,"domain_scores_codex":[0.9998298,0.00003547813,0.00001782456,0.00001418363,0.000088676,0.00001403049],"domain_scores_gemma":[0.999719,0.0001426995,0.00006034411,0.00001249666,0.00003057516,0.00003489253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007613206,0.0001337666,0.002933583,0.00147147,0.00008801139,0.003577677,0.0001323992,0.0003622144,0.01002131,0.002475334,0.02259312,0.956135],"study_design_scores_gemma":[0.0001323276,0.001553985,0.02613936,0.003187597,0.0002630459,0.1662029,0.0003426217,0.001449354,0.0104015,0.01164419,0.7786109,0.00007210716],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02532156,0.9004168,0.02217145,0.00604025,0.001917641,0.00008987951,0.00007591363,0.0002402962,0.04372626],"genre_scores_gemma":[0.1924997,0.7459973,0.03116398,0.004273579,0.007706141,0.0001486749,0.0002276268,0.0000560778,0.01792694],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003621754,"threshold_uncertainty_score":0.01211596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07272516003074463,"score_gpt":0.3482804831148428,"score_spread":0.2755553230840981,"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."}}