{"id":"W2269448465","doi":"10.1016/j.hrthm.2016.01.028","title":"Intervention for persistent atrial fibrillation: Prediction of treatment response","year":2016,"lang":"en","type":"letter","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Scopus; Atrial fibrillation; Cardiology; Sinus rhythm; Internal medicine; Intensive care medicine; MEDLINE","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003383186,0.0002274988,0.0005738808,0.0002539454,0.00006566394,0.00001469587,0.00002434085,0.0003876947,0.0003061439],"category_scores_gemma":[0.0001546201,0.0001673087,0.001881722,0.00008115084,0.00004178418,0.00006948423,0.0000220681,0.00009806399,0.00005331367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004176435,"about_ca_system_score_gemma":0.0001037678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001101466,"about_ca_topic_score_gemma":7.068416e-7,"domain_scores_codex":[0.9984748,0.0001344977,0.0005756034,0.0003209407,0.0002727592,0.0002214381],"domain_scores_gemma":[0.9987737,0.0004069345,0.0002708856,0.0003422814,0.00016219,0.00004399305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009574646,0.000003739877,0.003771234,0.000715201,0.001389212,0.00002111676,0.0001270088,0.00003399828,0.0001970829,0.00003261962,0.970838,0.01329613],"study_design_scores_gemma":[0.004419326,0.002803062,0.001734085,0.0003516532,0.0008957953,0.000113525,0.00001449469,0.0001588409,0.0001116029,0.00003493054,0.9892448,0.0001178903],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01653947,0.0008604824,0.0008178661,0.9748994,0.002764037,0.003309616,0.0004366646,0.0001385681,0.0002338846],"genre_scores_gemma":[0.06103805,0.001040935,0.004685379,0.07600436,0.3754339,0.000110962,0.007534021,0.0004406044,0.4737118],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8988951,"threshold_uncertainty_score":0.6822649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0810933809420065,"score_gpt":0.3366889720194601,"score_spread":0.2555955910774536,"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."}}