{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06885936,0.001729724,0.01228561,0.008341756,0.00106603,0.003799143,0.003801232,0.002549753,0.001997808],"category_scores_gemma":[0.3010824,0.00257377,0.01431838,0.01001138,0.002743185,0.003290356,0.003127488,0.001981332,0.0002014641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006540297,"about_ca_system_score_gemma":0.01935674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01785044,"about_ca_topic_score_gemma":0.04481983,"domain_scores_codex":[0.8842719,0.05728559,0.03514703,0.005892073,0.01627083,0.001132479],"domain_scores_gemma":[0.6250802,0.2923934,0.05519573,0.009012474,0.01738202,0.0009360887],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007203892,0.00003743585,0.02604213,0.8208918,0.1051393,0.0001264829,0.0007892126,0.0002404163,0.0001430121,0.0004715947,0.002709635,0.04268858],"study_design_scores_gemma":[0.001431402,0.0004195166,0.04860482,0.4376975,0.4944225,0.0005295662,0.001135847,0.000512712,0.0005436767,0.0008966856,0.01362105,0.0001847009],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009092097,0.9866058,0.0007933805,0.000602561,0.0003828595,0.0007497494,0.001354901,0.00001826536,0.0004003362],"genre_scores_gemma":[0.2551463,0.7327713,0.006597189,0.001704863,0.000292227,0.001631132,0.001644372,0.00004252537,0.000170101],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9311407,"threshold_uncertainty_score":0.3641675,"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."}}