{"id":"W4361007994","doi":"10.1002/clc.24009","title":"Characterization of temporal electrical activity patterns for detection of critical isthmus regions of recurrent atypical atrial flutter","year":2023,"lang":"en","type":"article","venue":"Clinical Cardiology","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Maxima and minima; Atrial flutter; Ablation; Atrial tachycardia; Tachycardia; Cardiology; Internal medicine; Flutter; Catheter ablation; Mathematics","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":[0.0005244168,0.000116473,0.001042717,0.0001104497,0.00002689376,0.000001306379,0.00004314761,0.0003275887,0.000007148966],"category_scores_gemma":[0.001774802,0.00009808163,0.001075545,0.0002030066,0.0002574287,0.00002796509,0.00004724601,0.0002013934,0.000004223508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003348016,"about_ca_system_score_gemma":0.00008476592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001031854,"about_ca_topic_score_gemma":0.000002808684,"domain_scores_codex":[0.9982938,0.0002983099,0.0007378098,0.0002995643,0.000153516,0.0002169838],"domain_scores_gemma":[0.9979684,0.00120301,0.0002120775,0.0002756263,0.0002376281,0.0001033022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01999503,0.0007268395,0.8094239,0.0005588896,0.001206016,0.00009374306,0.00006903605,0.000004856613,0.07405934,0.0005964787,0.000363859,0.09290197],"study_design_scores_gemma":[0.002792419,0.003176706,0.9858009,0.00004168331,0.0005752634,0.00004955078,0.000007030858,0.000351943,0.006260721,0.0002071529,0.000654359,0.00008232131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852273,0.00002423444,0.01230399,0.0005427269,0.001112872,0.0005012297,0.0002381295,0.00002764438,0.00002181663],"genre_scores_gemma":[0.9984563,0.00009435737,0.00006860827,0.0000258354,0.001089308,0.00003217344,0.000200654,0.00001552499,0.00001724078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1763769,"threshold_uncertainty_score":0.3999653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0747967310694287,"score_gpt":0.405409500754055,"score_spread":0.3306127696846263,"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."}}