{"id":"W4403227244","doi":"10.1016/j.cjca.2024.08.107","title":"EVIDENCE OF INEQUITABLE ACCESS TO CATHETER ABLATION FOR ATRIAL FIBRILLATION WITHIN THE CANADIAN UNIVERSAL HEALTH CARE SYSTEM","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Calgary Laboratory Services","funders":"","keywords":"Medicine; Atrial fibrillation; Catheter ablation; Ablation; Cardiology; Internal medicine; Catheter; Intensive care medicine; Medical emergency; Surgery","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":[0.006621679,0.0004860642,0.0009261165,0.003926798,0.005481001,0.004043192,0.004293036,0.001653193,0.009104491],"category_scores_gemma":[0.05285607,0.0005940455,0.001410928,0.01097914,0.004787145,0.001593519,0.005050846,0.003010216,0.0001672751],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06742743,"about_ca_system_score_gemma":0.1201891,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9937303,"about_ca_topic_score_gemma":0.994499,"domain_scores_codex":[0.9829028,0.002498632,0.001317228,0.001457108,0.005674142,0.006150199],"domain_scores_gemma":[0.9480309,0.01181283,0.009666626,0.002633696,0.0204692,0.007386695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003080351,0.0001256218,0.9287822,0.0006311695,0.0006174258,0.0002468539,0.005849306,0.0007627722,0.00008379755,0.01783639,0.01381384,0.03094271],"study_design_scores_gemma":[0.00007253383,0.00004088172,0.977872,0.001338676,0.0004545646,0.0001474124,0.008663745,0.001002726,0.00006257292,0.002802891,0.007473856,0.00006830539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8559828,0.0185011,0.0006576222,0.05426078,0.0003236231,0.0001662719,0.01080817,0.00003471065,0.05926505],"genre_scores_gemma":[0.9955823,0.00190806,0.0001817885,0.001445682,0.00004322366,0.00001782898,0.0005291227,0.000005605773,0.0002863862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9325726,"threshold_uncertainty_score":0.4892225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4281648660312801,"score_gpt":0.5255107809210177,"score_spread":0.09734591488973754,"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."}}