{"id":"W4406947655","doi":"10.1016/j.jacep.2024.12.003","title":"Assessment of Intraprocedural Automated Arrhythmia Origin Localization System for Localizing Pacing Sites in 3D Space","year":2025,"lang":"en","type":"article","venue":"JACC. Clinical electrophysiology","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","funders":"Biosense Webster; National Heart, Lung, and Blood Institute; National Institutes of Health; American Heart Association","keywords":"Space (punctuation); Computer science; Medicine; Cardiology","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":[0.0007582133,0.0005729566,0.0003514676,0.001299246,0.0002229848,0.00144245,0.0005395169,0.0008824087,0.002764727],"category_scores_gemma":[0.002962385,0.0002705767,0.000313687,0.0003321739,0.000170495,0.0005318903,0.0005696526,0.0003979395,0.001171825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001998636,"about_ca_system_score_gemma":0.0003938374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009953998,"about_ca_topic_score_gemma":0.001606112,"domain_scores_codex":[0.9996069,0.00009436958,0.0000371651,0.00008411225,0.000141856,0.00003567615],"domain_scores_gemma":[0.998632,0.0004938893,0.0001508817,0.0001170527,0.0005088606,0.00009744218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002192413,0.0001821519,0.07845195,0.0008199236,0.0002446031,0.001678002,0.0005414379,0.01090587,0.2313419,0.001450754,0.008709216,0.6634818],"study_design_scores_gemma":[0.0004064875,0.003508293,0.317695,0.0004666326,0.001087911,0.01539297,0.0007555186,0.4123263,0.2185632,0.003763104,0.02561599,0.0004185222],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3922378,0.004784995,0.5853523,0.0006061183,0.0003417139,0.0002794352,0.001722959,0.006521133,0.00815364],"genre_scores_gemma":[0.8520596,0.0008929234,0.143778,0.0003093267,0.0001506384,0.0001805023,0.0005718283,0.0003660172,0.001691232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002764727,"threshold_uncertainty_score":0.009248972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01927903091024698,"score_gpt":0.3837264202306494,"score_spread":0.3644473893204024,"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."}}