{"id":"W4390572216","doi":"10.1007/s10620-023-08238-z","title":"Development and Evaluation of a Patient Cirrhosis Knowledge Assessment","year":2024,"lang":"en","type":"article","venue":"Digestive Diseases and Sciences","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Glenrose Rehabilitation Hospital; University of Waterloo; University of Alberta","funders":"","keywords":"Summative assessment; Hepatology; Medicine; Cirrhosis; Test (biology); Internal medicine; Transplant surgery; Formative assessment; Psychology; Mathematics education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01615539,0.0004265621,0.0009539683,0.002179629,0.001078601,0.002117063,0.001163258,0.0006034672,0.004266917],"category_scores_gemma":[0.03181842,0.0002834552,0.001285619,0.001021357,0.0003938676,0.001539579,0.002872566,0.001302249,0.001101456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002454892,"about_ca_system_score_gemma":0.009057695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004101547,"about_ca_topic_score_gemma":0.007400303,"domain_scores_codex":[0.9930066,0.002672452,0.001200229,0.0004584199,0.002264826,0.0003974731],"domain_scores_gemma":[0.972591,0.01003713,0.002227213,0.001408049,0.01164722,0.00208941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001278222,0.006258433,0.5405044,0.0008280278,0.000308996,0.0004118323,0.007384743,0.001303157,0.00238649,0.001738222,0.008215159,0.4293823],"study_design_scores_gemma":[0.001115097,0.009567662,0.8681082,0.001815164,0.001152852,0.001550055,0.01480857,0.02173577,0.01543653,0.004280941,0.06014378,0.0002852672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9251475,0.0005902124,0.02663964,0.003201353,0.0002216238,0.01204319,0.002510095,0.0006260794,0.0290202],"genre_scores_gemma":[0.8362893,0.0006010209,0.1433686,0.0006364668,0.00006708656,0.00946222,0.003354301,0.00007707453,0.006143945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01615539,"threshold_uncertainty_score":0.08543891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04227373078916932,"score_gpt":0.3641590026697968,"score_spread":0.3218852718806275,"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."}}