{"id":"W4210553252","doi":"10.1093/clinchem/hvac026","title":"Imprecision and Delta Criteria for a New ESC 0/2-Hour Algorithm","year":2022,"lang":"en","type":"letter","venue":"Clinical Chemistry","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Algorithm; Delta; Computer science; Physics","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"],"category_scores_codex":[0.0009352138,0.0003424561,0.0009963833,0.00005100128,0.00012614,0.00006880912,0.0003226091,0.001553759,0.004104657],"category_scores_gemma":[0.002234417,0.0003218837,0.0006154913,0.0001335575,0.000218222,0.00003719384,0.0005230341,0.004266011,0.00003019444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001374113,"about_ca_system_score_gemma":0.000622556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002655973,"about_ca_topic_score_gemma":6.430906e-8,"domain_scores_codex":[0.9968836,0.00009348063,0.0009041476,0.0009625899,0.0006483318,0.000507874],"domain_scores_gemma":[0.996661,0.001611975,0.0002085485,0.0008456388,0.0002157594,0.0004570685],"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":[0.0002683332,0.00004402554,0.00009337022,0.0003408869,0.000233273,0.0002792022,0.000006037561,2.376425e-8,0.0002190142,1.24468e-7,0.9427238,0.05579195],"study_design_scores_gemma":[0.002226902,0.0003920602,0.00005043966,0.00008795078,0.0002791569,0.0002450957,0.00001590965,0.0003210102,0.0004483326,0.0001847697,0.9954603,0.0002880228],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001094655,0.0008229145,0.00113684,0.9917073,0.001077582,0.0009928022,0.0008190075,0.0001451382,0.00220377],"genre_scores_gemma":[0.00003900381,0.0008037095,0.01312929,0.8691426,0.03548557,0.0002168086,0.003885282,0.000182944,0.07711478],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1225647,"threshold_uncertainty_score":0.9999233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.110066106856972,"score_gpt":0.4510506422449863,"score_spread":0.3409845353880142,"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."}}