{"id":"W3164512590","doi":"10.1186/s12882-021-02365-3","title":"Coding practice in national and regional kidney biopsy registries","year":2021,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"European Renal Association-European Dialysis and Transplant Association; Renal Pathology Society","keywords":"Medicine; Nephrology; Coding (social sciences); Internal medicine; Biopsy; General surgery; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.000180985,0.00007872457,0.0001702768,0.00007790566,0.00003784959,0.00001240114,0.00002688303,0.00008832759,0.0003124149],"category_scores_gemma":[0.004397063,0.0000787718,0.00003437255,0.000170788,0.0001287445,0.00009394602,0.00004290624,0.0001184035,0.00002990334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005602615,"about_ca_system_score_gemma":0.001727391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002032558,"about_ca_topic_score_gemma":0.00001754958,"domain_scores_codex":[0.9991946,0.00007925089,0.0001572936,0.000235235,0.0001572451,0.000176432],"domain_scores_gemma":[0.9989681,0.0005295171,0.0000509094,0.0001181124,0.0001478936,0.0001855059],"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":[0.002033459,0.0007801681,0.1940781,0.0005889853,0.0003117332,0.001586634,0.0006721489,0.00000711746,0.03740871,0.1207474,0.640161,0.001624578],"study_design_scores_gemma":[0.004729159,0.0001019902,0.1046324,0.00009356658,0.0001204851,0.001996974,0.0004395069,0.0003256988,0.0008219245,0.002929728,0.8836474,0.0001611601],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8305281,0.01288437,0.0002313969,0.1091323,0.0002887213,0.0003839807,0.00006330631,0.0001020048,0.04638588],"genre_scores_gemma":[0.8974177,0.0007122908,0.008274194,0.08994152,0.0006469982,0.0000492659,0.0004134673,0.0000244912,0.002520103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2434864,"threshold_uncertainty_score":0.5264012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02850904814935533,"score_gpt":0.3115608794652177,"score_spread":0.2830518313158624,"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."}}