{"id":"W4401060548","doi":"10.1016/j.hlc.2024.06.678","title":"Pattern of AF at First Diagnosis and Impact on Outcomes of Catheter Ablation","year":2024,"lang":"en","type":"article","venue":"Heart Lung and Circulation","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Jubilee Hospital","funders":"","keywords":"Medicine; Ablation; Catheter ablation; Catheter; Radiology; Internal medicine; Cardiology","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":[0.001232625,0.0002355577,0.0007132316,0.0008248102,0.0005027508,0.00157641,0.0006613072,0.001058487,0.005402917],"category_scores_gemma":[0.0125443,0.0001824301,0.001471028,0.0006914493,0.0004019187,0.001282459,0.0008091361,0.001915658,0.0006106651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005015748,"about_ca_system_score_gemma":0.0006599265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00234083,"about_ca_topic_score_gemma":0.003016151,"domain_scores_codex":[0.9988449,0.0002235149,0.0001524082,0.0002415519,0.0002344007,0.0003031999],"domain_scores_gemma":[0.9918162,0.002963054,0.002801842,0.0005780444,0.0004918396,0.001349001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009111218,0.0001616539,0.9867514,0.00003281746,0.0002855385,0.0004219768,0.00008124182,0.0002002033,0.0003779579,0.0001303966,0.0003890753,0.01025648],"study_design_scores_gemma":[0.00002278264,0.0003315944,0.9965031,0.00004287075,0.0001202952,0.001498949,0.0002503023,0.0004036395,0.0001006471,0.0004201202,0.0002840923,0.0000214708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891742,0.002625942,0.0004575605,0.000901442,0.0001224906,0.00001756573,0.0007059947,0.00002396693,0.005970762],"genre_scores_gemma":[0.9984834,0.000344844,0.00009768092,0.000100047,0.000126384,0.000005015517,0.000380506,0.000009132721,0.0004530477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005402917,"threshold_uncertainty_score":0.01807457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01395436534571686,"score_gpt":0.3006132696288394,"score_spread":0.2866589042831225,"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."}}