{"id":"W2893268635","doi":"10.1016/j.cjca.2018.07.346","title":"CANADIAN WORKING GROUP ON RADIATION REDUCTION IN ARRHYTHMIA MANAGEMENT: EARLY EXPERIENCE","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Fluoroscopy; Ablation; Catheter; Catheter ablation; Learning curve; Radiation exposure; Radiology; Nuclear medicine; Medical physics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01355809,0.001148519,0.0008455962,0.00206564,0.003763036,0.002664275,0.00319211,0.004212565,0.01028235],"category_scores_gemma":[0.01582948,0.0003521392,0.001156872,0.002785989,0.00224051,0.001201306,0.002233549,0.005651713,0.001517694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01778122,"about_ca_system_score_gemma":0.1283269,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6349385,"about_ca_topic_score_gemma":0.7181825,"domain_scores_codex":[0.9945583,0.0006692534,0.000389668,0.000358854,0.002918891,0.001104987],"domain_scores_gemma":[0.9674597,0.003116052,0.001170494,0.000917826,0.01666004,0.01067587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004693829,0.0006662827,0.01585983,0.0008205896,0.0001193506,0.0008261793,0.001600111,0.0009255404,0.001212013,0.004800253,0.4908794,0.4818211],"study_design_scores_gemma":[0.0002984967,0.000479264,0.02215767,0.003803498,0.0001606936,0.001250673,0.002076977,0.000218553,0.0008754953,0.001942912,0.9666229,0.0001128038],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05214248,0.2303713,0.009881753,0.4650497,0.0336894,0.001986148,0.004248604,0.0003985441,0.2022322],"genre_scores_gemma":[0.2771498,0.4002488,0.0490267,0.1399792,0.01942823,0.001465145,0.01159147,0.0008120128,0.1002986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3650615,"threshold_uncertainty_score":0.7344229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01395294434512389,"score_gpt":0.2512973912649347,"score_spread":0.2373444469198108,"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."}}