{"id":"W4406519690","doi":"10.1016/j.cjca.2025.01.013","title":"Perspectives on Mini-Invasive Left Atrial Appendage Closure: Preliminary Clinical Outcomes and Cost Data","year":2025,"lang":"en","type":"letter","venue":"Canadian Journal of Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Centre Hospitalier Universitaire de Clermont-Ferrand","keywords":"Medicine; Appendage; Closure (psychology); Internal medicine; Atrial Appendage; Cardiology; Atrial fibrillation; Anatomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0062113,0.0006415903,0.001749154,0.001247168,0.001077143,0.005644365,0.001815799,0.009205316,0.01557142],"category_scores_gemma":[0.03182704,0.0002642963,0.001600961,0.00347892,0.001582292,0.004364499,0.00107372,0.00884353,0.002854214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0053047,"about_ca_system_score_gemma":0.007573739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02581381,"about_ca_topic_score_gemma":0.04473904,"domain_scores_codex":[0.995384,0.001498453,0.0006164041,0.0003490774,0.001463388,0.0006885469],"domain_scores_gemma":[0.9498174,0.03091028,0.004308288,0.0009129004,0.009009377,0.005041794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002542149,0.0004027472,0.04046853,0.001172226,0.0004512852,0.003749636,0.0003410407,0.001839862,0.001242997,0.02196608,0.7628539,0.1629696],"study_design_scores_gemma":[0.002537996,0.001704544,0.1563958,0.009954217,0.001503223,0.01189986,0.004240877,0.003420288,0.00094578,0.08845327,0.7184447,0.0004994285],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006553807,0.01884444,0.000284421,0.9600507,0.003171311,0.00001181871,0.002229639,0.00001645123,0.008837326],"genre_scores_gemma":[0.1405604,0.08384041,0.002755046,0.6520528,0.1089531,0.0001481814,0.006687043,0.00007650091,0.004926446],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02581381,"threshold_uncertainty_score":0.0520916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1172234262929409,"score_gpt":0.3768149916506379,"score_spread":0.2595915653576969,"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."}}