{"id":"W4391229193","doi":"10.1002/ejhf.3150","title":"Integration of Implantable Device Therapy in Patients with Heart Failure. A Clinical Consensus Statement from the Heart Failure Association (HFA) and European Heart Rhythm Association (EHRA) of the European Society of Cardiology (ESC)","year":2024,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Heart failure; Cardiac resynchronization therapy; Guideline; Implantable cardioverter-defibrillator; Intensive care medicine; Heart disease; Cardiology; Internal medicine; Ejection fraction; Pathology","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":[0.007037657,0.0002573994,0.001075163,0.0001055099,0.0001303092,0.00005312454,0.00007228668,0.00007551237,0.000006043565],"category_scores_gemma":[0.000546447,0.0001521803,0.0005475626,0.0004015104,0.0001575509,0.0001228147,0.0001003553,0.0007531045,0.00001050915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001623178,"about_ca_system_score_gemma":0.0001649392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005425196,"about_ca_topic_score_gemma":0.00004689475,"domain_scores_codex":[0.9925875,0.004491409,0.001525035,0.0003018239,0.0008165785,0.0002776668],"domain_scores_gemma":[0.996572,0.001130171,0.0009953842,0.0003275683,0.0008816912,0.00009321379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002268671,0.00005261411,0.7145717,0.00004448083,0.0006299052,0.000003597685,0.00121362,0.0001158541,0.003713676,0.000003387187,0.2791746,0.0002496844],"study_design_scores_gemma":[0.002468591,0.0007760113,0.7801668,0.0007706548,0.0002015051,0.0001157575,0.001339723,0.00001271089,0.0004610925,0.000004948529,0.213566,0.0001162103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792857,0.0008430248,0.00007264697,0.01833703,0.0003427608,0.0004405292,0.0001348132,0.00002225812,0.0005212826],"genre_scores_gemma":[0.9960867,0.0001645295,0.002582141,0.0005223432,0.0005074984,8.966354e-7,0.00002491533,0.0000530628,0.00005791522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06560861,"threshold_uncertainty_score":0.6205732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02651684266427817,"score_gpt":0.2919952822027765,"score_spread":0.2654784395384983,"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."}}