{"id":"W2955269329","doi":"10.1016/j.jchf.2019.05.005","title":"GENETIC-AF","year":2019,"lang":"en","type":"letter","venue":"JACC Heart Failure","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Biology; Evolutionary biology; Genetics; Computational biology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00006311686,0.0003520253,0.000868813,0.0001354156,0.00006571494,0.00001912599,0.00009247909,0.001587794,0.001111669],"category_scores_gemma":[0.00004749999,0.0002995062,0.0005336996,0.0001332047,0.0000756196,0.00002973663,0.00005884085,0.003061379,0.005531249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006485127,"about_ca_system_score_gemma":0.0002848599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001501312,"about_ca_topic_score_gemma":0.000001669915,"domain_scores_codex":[0.9982029,0.0001011342,0.0002529654,0.0005544089,0.0003007587,0.0005878541],"domain_scores_gemma":[0.9987969,0.0001267728,0.0000705013,0.0008472443,0.000090106,0.00006841986],"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":[0.00002956372,0.000009636886,0.0004488319,0.0002161946,0.0001417545,0.001591389,0.00001422102,0.000002454163,0.002027813,0.000003701362,0.9953055,0.0002088821],"study_design_scores_gemma":[0.0005153074,0.0002446323,0.004128361,0.00012059,0.0001781856,0.001969845,0.000003322096,0.000005359824,0.0002201026,0.00004372659,0.9922795,0.0002910108],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0169965,0.0006244734,0.000008812392,0.9785388,0.0008366778,0.000625339,0.00003154052,0.0001251549,0.00221276],"genre_scores_gemma":[0.003188141,0.00004044795,0.001918903,0.9461191,0.02242344,0.00004015752,0.000356228,0.0001004238,0.02581319],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03241968,"threshold_uncertainty_score":0.9999457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007963500246316797,"score_gpt":0.2396230659853695,"score_spread":0.2316595657390527,"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."}}