{"id":"W2046795159","doi":"10.1111/j.1475-6773.2005.00419.x","title":"Does Date Stamping ICD‐9‐CM Codes Increase the Value of Clinical Information in Administrative Data?","year":2005,"lang":"en","type":"article","venue":"Health Services Research","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agency for Healthcare Research and Quality; Dartmouth College","keywords":"Medicine; Diagnosis code; Comorbidity; Emergency medicine; Heart failure; Myocardial infarction; ICD-10; Population; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0436551,0.000137223,0.0005014673,0.0003239618,0.001331264,0.00003254922,0.001087432,0.0002699167,0.0002996902],"category_scores_gemma":[0.0017146,0.00007382359,0.00003182478,0.0007311006,0.0002050704,0.001406293,0.0006821501,0.002643497,0.0004174804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001892175,"about_ca_system_score_gemma":0.004492612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01976614,"about_ca_topic_score_gemma":0.01863454,"domain_scores_codex":[0.9886082,0.005416215,0.003251055,0.0002758908,0.001372152,0.001076445],"domain_scores_gemma":[0.9909819,0.0054689,0.001253487,0.001094954,0.0006542981,0.0005464549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003486829,0.0007562581,0.2604975,0.05008357,0.00008043535,0.000005768959,0.2567786,0.0002917334,0.000005970067,0.02989398,0.03219726,0.3659222],"study_design_scores_gemma":[0.00225963,0.0004201613,0.2136578,0.003341569,0.000005657831,0.000001090851,0.06633066,0.1438092,0.0000104732,0.0004813326,0.5695199,0.0001626253],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8958966,0.0004287806,0.0004170273,0.08291479,0.0008780329,0.00482511,0.0007284702,0.0001107032,0.01380054],"genre_scores_gemma":[0.9798985,0.002466704,0.001399681,0.01444706,0.0006705302,0.0001560284,0.0007861876,0.00001169549,0.0001636373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5373226,"threshold_uncertainty_score":0.9999689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.600592101594237,"score_gpt":0.6699631960682774,"score_spread":0.06937109447404033,"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."}}