{"id":"W2971376012","doi":"10.1001/jamanetworkopen.2019.10704","title":"Quality of Chronic Kidney Disease Management in Canadian Primary Care","year":2019,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Queen's University; University of Toronto; University of Manitoba; University of Calgary; University of Alberta","funders":"Canadian Institutes of Health Research; Research Manitoba; AstraZeneca; University of Alberta; Eli Lilly and Company; GlaxoSmithKline; Amgen Canada; McMaster University; Amgen","keywords":"Medicine; Kidney disease; Cohort; Glycemic; Renal function; Cohort study; Disease management; Intensive care medicine; Emergency medicine; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004334162,0.0001426923,0.0004073847,0.0000885755,0.00003435085,0.00004064051,0.0003346152,0.00006755604,0.001209995],"category_scores_gemma":[0.00004751576,0.00013565,0.00009710542,0.0002894285,0.00003294909,0.0001505385,0.0002624432,0.000136597,0.0001432534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001213096,"about_ca_system_score_gemma":0.003666989,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04855386,"about_ca_topic_score_gemma":0.03084502,"domain_scores_codex":[0.9984638,0.00009099086,0.0003460611,0.0003261272,0.0002328218,0.0005402042],"domain_scores_gemma":[0.9978815,0.00003863129,0.00008487877,0.0006670078,0.00005088668,0.001277037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004856687,0.00011311,0.9451202,0.002399597,0.0001168631,0.00008360546,0.0001022982,0.0002176539,0.000009897293,0.002004119,0.03688104,0.0124659],"study_design_scores_gemma":[0.004547329,0.00006793925,0.9016666,0.001255048,0.00007220209,3.127127e-7,0.00009508601,0.0002245547,0.000006546016,0.0001859255,0.091721,0.0001574662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6981279,0.006127174,0.00000113988,0.00237153,0.0002639149,0.00246933,0.0001615366,0.00001946423,0.290458],"genre_scores_gemma":[0.9906133,0.0001901417,0.0001236502,0.005725856,0.0002455467,0.0000713819,0.0009610252,0.00002294966,0.002046137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2924854,"threshold_uncertainty_score":0.999703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01409768716693021,"score_gpt":0.289571030689231,"score_spread":0.2754733435223008,"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."}}