{"id":"W4409881711","doi":"10.1016/j.jacep.2025.02.012","title":"Complexities of Atrial Fibrosis Imaging","year":2025,"lang":"en","type":"article","venue":"JACC. Clinical electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; London Health Sciences Centre; Lawson Health Research Institute; Western University","funders":"Ontario Ministry of Research and Innovation; Natural Sciences and Engineering Research Council of Canada","keywords":"Fibrosis; Medicine; Internal medicine; Cardiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002360019,0.0004293623,0.0004424592,0.00169424,0.0004416714,0.001531244,0.0006554211,0.001294645,0.00267401],"category_scores_gemma":[0.00504989,0.0003861069,0.0003379036,0.0005088678,0.001309432,0.001846065,0.0007505528,0.001805176,0.0010403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004896541,"about_ca_system_score_gemma":0.0002965208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004574193,"about_ca_topic_score_gemma":0.0007170758,"domain_scores_codex":[0.9992118,0.0003413383,0.00005144825,0.000107385,0.0002060788,0.00008195582],"domain_scores_gemma":[0.9971628,0.001812186,0.0002903233,0.0001997349,0.0003708404,0.0001640829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006162029,0.0001446841,0.05374987,0.002420594,0.0002647162,0.04837834,0.00124069,0.004000872,0.1150467,0.04869881,0.02685416,0.6985843],"study_design_scores_gemma":[0.00008037765,0.0005773878,0.04745537,0.001730381,0.0002466005,0.6611927,0.001613684,0.01466804,0.02326958,0.06527404,0.183744,0.0001478569],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3197014,0.3474211,0.1852048,0.06169806,0.002685233,0.0002188504,0.0006664042,0.0008206257,0.0815836],"genre_scores_gemma":[0.8020235,0.06734978,0.1125214,0.005273992,0.005592824,0.000140049,0.0004368119,0.0001918519,0.0064698],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00267401,"threshold_uncertainty_score":0.01248109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07765952461643452,"score_gpt":0.4390547563110044,"score_spread":0.3613952316945699,"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."}}