{"id":"W2946004571","doi":"10.1016/j.jacep.2019.03.016","title":"Clinical Outcomes in Atrial Fibrillation Research","year":2019,"lang":"en","type":"letter","venue":"JACC. Clinical electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Atrial fibrillation; Cardiology; Internal medicine; Medicine","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.004386409,0.0005809637,0.003716648,0.000849508,0.000104479,0.00004695053,0.0004818924,0.004232325,0.0005709393],"category_scores_gemma":[0.009375403,0.0004641178,0.002915324,0.0007652633,0.0005218601,0.0001090739,0.0004141092,0.00838414,0.003011151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002452188,"about_ca_system_score_gemma":0.0007401793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001059145,"about_ca_topic_score_gemma":0.00001720587,"domain_scores_codex":[0.9885387,0.003784927,0.003586732,0.001689735,0.001007586,0.001392253],"domain_scores_gemma":[0.9798786,0.01742943,0.000761583,0.001395677,0.0003932132,0.0001415099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001901941,0.00001845657,0.5125433,0.0001169287,0.0005809703,0.0001988937,0.00000527471,0.00001750381,0.0000347895,0.0001812717,0.4748172,0.009583578],"study_design_scores_gemma":[0.003708728,0.002467263,0.3951233,0.00005290745,0.0001823516,0.000004504234,0.000002751676,0.0001896507,0.000001062491,0.001429424,0.5965301,0.000308],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2803794,0.00037209,0.00001476703,0.7076131,0.005962363,0.003091194,0.00001626727,0.0001746644,0.002376073],"genre_scores_gemma":[0.07686017,0.006332306,0.001058178,0.6193357,0.2320499,0.00001603908,0.00250685,0.0003693963,0.06147154],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2260875,"threshold_uncertainty_score":0.9997811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2644189304676108,"score_gpt":0.5241112410793807,"score_spread":0.2596923106117699,"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."}}