{"id":"W2021557034","doi":"10.1053/j.ajkd.2010.08.031","title":"Validity of Administrative Database Coding for Kidney Disease: A Systematic Review","year":2010,"lang":"en","type":"review","venue":"American Journal of Kidney Diseases","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":217,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Waterloo; University of Calgary; Western University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Coding (social sciences); Kidney disease; MEDLINE; Intensive care medicine; Internal medicine; Statistics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00173721,0.0008545908,0.009611337,0.0006515757,0.0001175022,0.00004971066,0.0010943,0.0001319872,0.0003629698],"category_scores_gemma":[0.1039912,0.0005753631,0.003478923,0.00102163,0.000983599,0.0002690363,0.0001783797,0.001199475,0.00001984948],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002664291,"about_ca_system_score_gemma":0.02835002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003632426,"about_ca_topic_score_gemma":1.125033e-7,"domain_scores_codex":[0.9925,0.001197867,0.003448839,0.0005733229,0.001641517,0.0006384394],"domain_scores_gemma":[0.9732295,0.002764195,0.008296754,0.001881799,0.002032113,0.01179564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003310422,0.0005519536,0.00004181624,0.8017413,0.001244744,0.0002763937,0.00001232171,1.928603e-9,0.000003356789,0.00003479189,0.1834077,0.0123546],"study_design_scores_gemma":[0.0005518789,0.001186707,0.000002558433,0.5591605,0.03685405,0.0004669554,0.00004009787,0.000001792462,0.000003084276,0.000008785772,0.4014231,0.0003005066],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001437851,0.9525422,0.0003359913,0.001824219,0.0003220238,0.00528429,0.03958071,0.00002605143,0.00008301605],"genre_scores_gemma":[0.0000206635,0.9908203,0.001511266,0.003333304,0.0006272712,0.0006348073,0.002642581,0.0001531832,0.0002565849],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2425808,"threshold_uncertainty_score":0.9996698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1231666906282682,"score_gpt":0.455042138680092,"score_spread":0.3318754480518238,"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."}}