{"id":"W2890554185","doi":"10.1177/0300060518793807","title":"Biomarkers and arrhythmia recurrence following radiofrequency ablation of atrial fibrillation","year":2018,"lang":"en","type":"article","venue":"Journal of International Medical Research","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Atrial fibrillation; Radiofrequency ablation; Cardiology; Internal medicine; Cardiac arrhythmia; Ablation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.000446842,0.0002290136,0.0003481081,0.0003877,0.0002530155,0.0005326132,0.0001946033,0.0003730301,0.00108879],"category_scores_gemma":[0.002059833,0.00008405982,0.0002810468,0.0005234403,0.0001640096,0.0001957208,0.0002084923,0.000383772,0.0001536277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002938162,"about_ca_system_score_gemma":0.0003862639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003124061,"about_ca_topic_score_gemma":0.004106628,"domain_scores_codex":[0.999681,0.00006281381,0.00003480852,0.00005151607,0.00009550635,0.00007445153],"domain_scores_gemma":[0.9986151,0.000193016,0.0007700228,0.00004785334,0.0001888759,0.0001850137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003346592,0.00004965835,0.9956816,0.00001996223,0.00006343638,0.0001107211,0.00004682241,0.00003878058,0.0005214515,0.000008019358,0.000064124,0.00306083],"study_design_scores_gemma":[0.000006288251,0.0002136825,0.9989135,0.000006842497,0.00003300469,0.0004399261,0.00004407717,0.0000856163,0.0001311715,0.00001038713,0.000112158,0.000003316638],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986054,0.0009257242,0.00005996127,0.00004716686,0.000007938931,0.00000812808,0.00009898179,0.000002901021,0.0002437518],"genre_scores_gemma":[0.9995489,0.0001466812,0.00005098587,0.00001526494,0.00001309548,0.000006006284,0.0001035728,7.770763e-7,0.0001146913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003124061,"threshold_uncertainty_score":0.006211758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1090473807874211,"score_gpt":0.4620752013419328,"score_spread":0.3530278205545117,"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."}}