{"id":"W3094869012","doi":"10.1016/j.jacep.2020.09.004","title":"Streamlining Ventricular Tachycardia Ablation Workflow","year":2020,"lang":"en","type":"letter","venue":"JACC. Clinical electrophysiology","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"Biosense Webster; Medtronic; Abbott Laboratories","keywords":"Ablation; Cardiology; Workflow; Ventricular tachycardia; Internal medicine; Medicine; Computer science; Database","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0001643332,0.0006135011,0.002379947,0.0001412069,0.0001213686,0.0000282755,0.0001754493,0.001898801,0.0002391852],"category_scores_gemma":[0.0006980749,0.0005118287,0.001885696,0.0003750595,0.0001787711,0.00004968515,0.0001335057,0.004379751,0.0009142386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000189915,"about_ca_system_score_gemma":0.0003909346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002935453,"about_ca_topic_score_gemma":6.622689e-7,"domain_scores_codex":[0.9956448,0.0005563918,0.001204055,0.001284835,0.000438689,0.0008712061],"domain_scores_gemma":[0.9972444,0.0009619438,0.0005332712,0.0008206598,0.0001720784,0.0002676786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006519021,0.0001626838,0.00252838,0.0001060922,0.002408326,0.03483738,0.000009696575,0.00001269129,0.00009363671,0.00001400601,0.9250199,0.03415534],"study_design_scores_gemma":[0.003568598,0.003831578,0.0213888,0.0001619636,0.002513988,0.0005880967,0.000002752509,0.0002765947,0.00006602111,0.001412797,0.9655051,0.0006836732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08855706,0.003050506,0.0003667499,0.8967348,0.004700113,0.002410538,0.0001820877,0.0006775794,0.003320572],"genre_scores_gemma":[0.115574,0.001434753,0.001389729,0.8307684,0.04294058,0.000133635,0.006587,0.0002140175,0.0009579493],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06596642,"threshold_uncertainty_score":0.9998637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03194277073835874,"score_gpt":0.3334714914319176,"score_spread":0.3015287206935589,"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."}}