{"id":"W2166981796","doi":"10.1053/ajkd.2002.33910","title":"Quality of prereferral care in patients with chronic renal insufficiency","year":2002,"lang":"en","type":"article","venue":"American Journal of Kidney Diseases","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Diabetes mellitus; Referral; Internal medicine; Renal function; Kidney disease; Nephrology; Blood pressure; Creatinine; Outpatient clinic; Anemia; Gastroenterology; Surgery; Endocrinology","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":[],"consensus_categories":[],"category_scores_codex":[0.002391931,0.0001651117,0.0006906264,0.0008416016,0.001002753,0.001511876,0.0005858807,0.0008678624,0.002947997],"category_scores_gemma":[0.02652842,0.000216228,0.0009543729,0.00198304,0.0003737297,0.0007578994,0.0009921225,0.001249572,0.000104375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002514871,"about_ca_system_score_gemma":0.00218327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02580046,"about_ca_topic_score_gemma":0.03641647,"domain_scores_codex":[0.9966834,0.001515348,0.0004742939,0.0002202298,0.0005530925,0.0005535619],"domain_scores_gemma":[0.9806684,0.005389752,0.007687039,0.0004575174,0.002254118,0.003543084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000224071,0.0001223651,0.9925603,0.00004516766,0.0001055843,0.00007072,0.000320274,0.0001158852,0.00003873245,0.00006641096,0.0004419005,0.005888643],"study_design_scores_gemma":[0.00001555666,0.0001581628,0.9988312,0.00001969764,0.00004195735,0.000110807,0.000418942,0.000205562,0.00001496348,0.00004968168,0.0001272518,0.000006178054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955811,0.001410648,0.00008410915,0.001329771,0.00003289966,0.00001691628,0.0002705929,0.000005059806,0.001268843],"genre_scores_gemma":[0.9994795,0.0001541755,0.00008136099,0.00009521939,0.00001739354,0.00000536106,0.0001152607,0.000001124417,0.00005064438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02580046,"threshold_uncertainty_score":0.05130059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01000379691630464,"score_gpt":0.260185988209569,"score_spread":0.2501821912932643,"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."}}