{"id":"W1955517884","doi":"10.1111/j.1478-3231.2011.02484.x","title":"Validity of administrative data for the diagnosis of primary sclerosing cholangitis: a population-based study","year":2011,"lang":"en","type":"article","venue":"Liver International","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Heritage Foundation for Medical Research; Canadian Institutes of Health Research; Alberta Innovates - Health Solutions","keywords":"Primary sclerosing cholangitis; Medicine; Receiver operating characteristic; Logistic regression; Cutoff; Epidemiology; Population; Algorithm; Diagnosis code; Computer science; Statistics; Internal medicine; Disease; Mathematics; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02780285,0.0004386331,0.0007225805,0.00279631,0.0007688719,0.002056692,0.001370897,0.001186209,0.0007867586],"category_scores_gemma":[0.106027,0.0006095712,0.001370456,0.003110238,0.001341698,0.001490758,0.001483869,0.001644118,0.0002828446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001359574,"about_ca_system_score_gemma":0.001491926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005708648,"about_ca_topic_score_gemma":0.00338834,"domain_scores_codex":[0.9715704,0.01715391,0.002411192,0.002028354,0.006039605,0.0007966476],"domain_scores_gemma":[0.8997049,0.05650751,0.02514679,0.009228682,0.00773036,0.00168178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005870086,0.00004283023,0.9990498,0.000005166294,0.00008221642,0.0000207971,0.00006158395,0.0000873375,0.00002059146,0.00002305151,0.00003186067,0.000515929],"study_design_scores_gemma":[0.00002534051,0.0001496716,0.9967015,0.00001884309,0.00007561916,0.0002545176,0.0001997148,0.002247752,0.0000854765,0.00009712618,0.0001326518,0.00001179186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982504,0.0001454206,0.0006510759,0.0001195264,0.00001053905,0.00004518929,0.0003373618,0.000008891225,0.0004315298],"genre_scores_gemma":[0.9992573,0.0000346058,0.0002579967,0.00003014433,0.00001250808,0.00001958417,0.0003695057,0.000002735831,0.0000155966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02780285,"threshold_uncertainty_score":0.1470372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3514819604160931,"score_gpt":0.3806838533853391,"score_spread":0.02920189296924591,"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."}}