{"id":"W4416032494","doi":"10.25270/jic/25.00179","title":"Multipurpose Radiofrequency Wire System Improves Procedural Workflow Compared With Mechanical Needle for Left Atrial Appendage Closure","year":2025,"lang":"en","type":"article","venue":"˜The œJournal of invasive cardiology/˜The œjournal of invasive cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital; Vancouver General Hospital","funders":"","keywords":"Percutaneous; Fluoroscopy; Atrial fibrillation; Closure (psychology); Stroke (engine); Radiofrequency ablation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005313495,0.0008019246,0.003965871,0.0007625385,0.0005846237,0.00006544375,0.001358848,0.0006424645,0.00001146402],"category_scores_gemma":[0.002675749,0.0004359228,0.002952608,0.0006458443,0.0009997922,0.0003249595,0.0002572055,0.001566509,0.000008859092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006140952,"about_ca_system_score_gemma":0.002108948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001449723,"about_ca_topic_score_gemma":0.0000461276,"domain_scores_codex":[0.9927667,0.002144166,0.002879687,0.000454301,0.0008163818,0.0009388077],"domain_scores_gemma":[0.9850089,0.006204672,0.003317672,0.0008152654,0.004303001,0.0003504811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.1064678,0.00009348256,0.5435691,0.003264133,0.06884561,0.006294591,0.003538548,0.04369685,0.1095965,0.003885767,0.1049515,0.005795994],"study_design_scores_gemma":[0.1510701,0.04406054,0.1652867,0.01168546,0.08158491,0.283592,0.09884241,0.001307313,0.01880742,0.008787625,0.1301722,0.004803455],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8940084,0.01568676,0.05946334,0.01302571,0.01022978,0.006174101,0.0001188693,0.00009574926,0.001197306],"genre_scores_gemma":[0.9872797,0.001362006,0.001685465,0.001170079,0.008035648,0.00000585039,0.00003248043,0.00008121554,0.0003475409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3782825,"threshold_uncertainty_score":0.9998093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0305138715415169,"score_gpt":0.285760863584292,"score_spread":0.2552469920427751,"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."}}