{"id":"W2127344968","doi":"10.1016/j.jtcvs.2010.09.006","title":"Data entry and data accuracy","year":2010,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; MEDLINE","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":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01913099,0.0002828707,0.00151746,0.000335253,0.0005642616,0.00006176897,0.0009780732,0.002016916,0.0001568169],"category_scores_gemma":[0.005822978,0.0002104885,0.0003175455,0.0001311777,0.0001235358,0.0009662579,0.001199717,0.01142573,0.00003080339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003295134,"about_ca_system_score_gemma":0.001313468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006389926,"about_ca_topic_score_gemma":0.000005210145,"domain_scores_codex":[0.9947678,0.001335138,0.001695756,0.0004271107,0.001221569,0.0005525629],"domain_scores_gemma":[0.9914008,0.003791718,0.00140499,0.002739444,0.0003288056,0.0003342048],"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":[0.0000305536,0.000004569089,0.0009751591,0.002781447,0.0005237499,0.0002536015,0.000109798,1.488846e-7,2.886483e-7,8.344927e-7,0.808175,0.1871449],"study_design_scores_gemma":[0.000160725,0.00001135937,0.0009215796,0.001641986,0.0007979545,0.0004852941,0.0001617817,0.000121797,3.405147e-7,0.00005197334,0.9954404,0.0002047956],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01002133,0.1723169,0.007582587,0.7836314,0.02033304,0.001186476,0.002007887,0.0001005307,0.002819904],"genre_scores_gemma":[0.005080536,0.1774427,0.002536184,0.7454801,0.06252287,0.00001821628,0.005428134,0.0001609083,0.001330338],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1872654,"threshold_uncertainty_score":0.9992787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3653462996065251,"score_gpt":0.4812519152924591,"score_spread":0.115905615685934,"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."}}