{"id":"W3184876543","doi":"10.31071/promedosvity2021.02.075","title":"Predictive value of atrial fibrillation catheter ablation on cognitive functions in patients with chronic heart failure","year":2021,"lang":"en","type":"article","venue":"Problems of Uninterrupted Medical Training and Science","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cardiology; Ejection fraction; Atrial fibrillation; Medicine; Montreal Cognitive Assessment; Internal medicine; Ablation; Sinus rhythm; Catheter ablation; Heart failure; Cognition; Radiofrequency ablation; Cognitive impairment; Disease; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005322458,0.00008981419,0.0002656541,0.0002370995,0.00005909436,0.000009907193,0.0000406349,0.00006327533,0.0000540749],"category_scores_gemma":[0.00102905,0.00006787448,0.00006035294,0.0006165503,0.0004769441,0.0001430988,0.00003615543,0.0001324406,9.176512e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004668362,"about_ca_system_score_gemma":0.0004176355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001513069,"about_ca_topic_score_gemma":0.00001969378,"domain_scores_codex":[0.998502,0.00004781134,0.0003183578,0.0002588135,0.0007128607,0.0001601856],"domain_scores_gemma":[0.9992185,0.0001755444,0.0001250746,0.00009113135,0.0002780446,0.0001117008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005907074,0.00004135286,0.9733492,0.000163921,0.00008928812,0.000002105361,0.00263148,0.002183468,0.0004002413,0.0007035231,0.0000106259,0.01983404],"study_design_scores_gemma":[0.007973586,0.003741509,0.9632337,0.003536993,0.0001256829,0.00000684945,0.001054589,0.01889517,0.0007183717,0.0001238103,0.0004459469,0.0001437613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956778,0.00008570046,0.001911473,0.001100122,0.0001022156,0.0003564513,0.00000769357,0.00001644948,0.0007421404],"genre_scores_gemma":[0.9992038,0.00001166968,0.0005410936,0.00003479264,0.0001157726,9.595835e-7,0.00003496704,0.000005834946,0.00005109237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01969028,"threshold_uncertainty_score":0.2767841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04036545993409384,"score_gpt":0.3048392870819128,"score_spread":0.264473827147819,"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."}}