{"id":"W4293102724","doi":"10.1002/ehf2.14113","title":"Time to Rechallenge Primary Prevention ICD Guidelines","year":2022,"lang":"en","type":"editorial","venue":"ESC Heart Failure","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Research Board; Health Service Executive; Wellcome Trust; Canadian Institute for Theoretical Astrophysics","keywords":"Medicine; Heart failure; Cardiology; Internal medicine; Ejection fraction; Sudden cardiac death; Guideline; Sacubitril, Valsartan; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007917961,0.0003489785,0.001163572,0.0002627272,0.0002181574,0.00003248321,0.00004231169,0.0005099365,0.001331356],"category_scores_gemma":[0.001773414,0.0003382308,0.0004939361,0.000306039,0.00003213494,0.00005274231,0.0002713473,0.0007610568,0.002295307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003252,"about_ca_system_score_gemma":0.000592095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002024105,"about_ca_topic_score_gemma":0.000007074526,"domain_scores_codex":[0.9969943,0.0001474539,0.0005746738,0.0006393082,0.001318284,0.0003259655],"domain_scores_gemma":[0.9980729,0.0003489585,0.0001281593,0.0006161165,0.0006382228,0.0001956265],"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":[0.0001069712,0.0000268991,0.00001333341,0.0001832153,0.0001769481,0.000009225555,0.0001291582,0.00001660694,0.0001443134,9.634621e-7,0.9981633,0.001029003],"study_design_scores_gemma":[0.000577442,0.0003564698,0.00007036181,0.0003976346,0.0002089463,0.00005148196,0.0001057433,0.000001105817,0.000009441553,0.00001159465,0.9979097,0.000300038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0004653806,0.006149502,0.00004241483,0.0260233,0.8832183,0.00173062,0.0005021834,0.00074261,0.08112562],"genre_scores_gemma":[0.00002405837,0.000250612,0.004767073,0.0006568148,0.856951,0.0001359487,0.001513346,0.000106763,0.1355944],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05446873,"threshold_uncertainty_score":0.999907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03019138842456108,"score_gpt":0.3396500820251455,"score_spread":0.3094586936005844,"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."}}