{"id":"W4395075774","doi":"10.1161/circep.123.012667","title":"Predictors of Success for Pulmonary Vein Isolation With Pulsed-field Ablation Using a Variable-loop Catheter With 3D Mapping Integration: Complete 12-month Outcomes From inspIRE","year":2024,"lang":"en","type":"article","venue":"Circulation Arrhythmia and Electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; McGill University; McGill University Health Centre","funders":"Biosense Webster","keywords":"Medicine; Pulmonary vein; Ablation; Catheter ablation; Catheter; Isolation (microbiology); Cardiology; Internal medicine; Loop (graph theory); Radiology; Surgery; Bioinformatics","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":[0.00009441549,0.0002121173,0.0004376095,0.0002505768,0.0001332078,0.00004120372,0.00003542318,0.0001331408,0.00005034132],"category_scores_gemma":[0.00004210886,0.000154704,0.0000789496,0.0003107344,0.00005926017,0.0003169125,0.00001584979,0.0001259324,0.000001320141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007378507,"about_ca_system_score_gemma":0.00009195339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001217057,"about_ca_topic_score_gemma":0.00001656626,"domain_scores_codex":[0.9988031,0.00005264447,0.0003858501,0.000382951,0.0001665683,0.0002088975],"domain_scores_gemma":[0.9991698,0.0002764482,0.0001794575,0.0001808838,0.0001413462,0.00005209355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003682201,0.0000340385,0.5396783,0.0006489656,0.001227651,0.0000218169,0.0008197839,0.01583449,0.411258,0.005385011,0.00002413816,0.02138564],"study_design_scores_gemma":[0.001427357,0.000985552,0.4334239,0.0002920633,0.0004533215,0.00003641583,0.00006306409,0.5608364,0.0006134105,0.0008689724,0.0007455622,0.0002539162],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7336994,0.0001406487,0.2644871,0.0005813403,0.0001393568,0.0006863058,0.00001371484,0.00007106485,0.000181068],"genre_scores_gemma":[0.9919452,0.00001939211,0.006602481,0.0001254424,0.000640067,0.00001898687,0.0005222609,0.00003217103,0.00009399305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.545002,"threshold_uncertainty_score":0.6308648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03427360000359496,"score_gpt":0.2724689242768922,"score_spread":0.2381953242732973,"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."}}