{"id":"W4408301470","doi":"10.1002/joa3.70026","title":"A critical analysis of online patient‐directed resources on catheter ablation for ventricular arrhythmias","year":2025,"lang":"en","type":"article","venue":"Journal of Arrhythmia","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Innovation Council; University of British Columbia","funders":"","keywords":"Readability; Medicine; Reading (process); Catheter ablation; Quality (philosophy); Medical physics; Atrial fibrillation; Internal medicine; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.052873,0.0007163641,0.002015003,0.04308414,0.001980607,0.005035648,0.001444376,0.001370653,0.00377614],"category_scores_gemma":[0.3911605,0.0005517729,0.002242771,0.02227538,0.001719815,0.005087972,0.003627139,0.001073261,0.0006180548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008473749,"about_ca_system_score_gemma":0.01125772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006963232,"about_ca_topic_score_gemma":0.01203757,"domain_scores_codex":[0.9289247,0.03060603,0.02152682,0.002262608,0.01499531,0.001684533],"domain_scores_gemma":[0.3682599,0.4756791,0.06604105,0.006188081,0.08031116,0.003520651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01122241,0.0007906655,0.2136131,0.2322178,0.0037956,0.005292221,0.09299068,0.0008945181,0.004567674,0.003657304,0.03774026,0.3932177],"study_design_scores_gemma":[0.0008711184,0.004669836,0.5998595,0.127269,0.009495957,0.004284615,0.1329603,0.002794936,0.007383141,0.002218641,0.1075573,0.0006356339],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.858883,0.06420837,0.004318294,0.009561778,0.0007968631,0.01568071,0.02701548,0.0003873473,0.01914816],"genre_scores_gemma":[0.9522296,0.01739826,0.01033374,0.003569128,0.0003216043,0.006063667,0.008245545,0.0001974065,0.001641162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.052873,"threshold_uncertainty_score":0.2796225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02870334102831818,"score_gpt":0.4229137759745378,"score_spread":0.3942104349462196,"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."}}