{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.133056,0.000287645,0.0006828035,0.007888868,0.001356549,0.003331239,0.002863631,0.0009386945,0.002498762],"category_scores_gemma":[0.2391782,0.0004567115,0.0009591344,0.01351946,0.002408866,0.004080035,0.005355203,0.0009670145,0.0008118786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004311307,"about_ca_system_score_gemma":0.01410755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01253622,"about_ca_topic_score_gemma":0.009263194,"domain_scores_codex":[0.8475939,0.1029355,0.02679608,0.009165915,0.01127196,0.002236611],"domain_scores_gemma":[0.6156743,0.2041368,0.08080908,0.03853931,0.05530297,0.005537502],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004742441,0.0001083211,0.5291098,0.006250558,0.0004193583,0.0008397156,0.05003224,0.002160533,0.002026351,0.02642206,0.02000836,0.3621485],"study_design_scores_gemma":[0.0002131979,0.0007583736,0.6248129,0.02598233,0.0009202622,0.01039913,0.08322523,0.008149359,0.006462142,0.02938811,0.2092143,0.0004746184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6981015,0.07405269,0.12632,0.03470751,0.001118019,0.002543008,0.008348991,0.0009705262,0.05383776],"genre_scores_gemma":[0.9172533,0.01450356,0.0589463,0.002355542,0.0002038645,0.0008881124,0.004613277,0.0001602749,0.001075852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.866944,"threshold_uncertainty_score":0.703676,"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."}}