{"id":"W4213388700","doi":"10.1016/j.ekir.2022.01.312","title":"POS-292 TRENDS IN REFERRAL PATTERNS TO NEPHROLOGISTS FOR PATIENTS WITH CHRONIC KIDNEY DISEASE: A RETROSPECTIVE COHORT STUDY","year":2022,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Referral; Guideline; Nephrology; Internal medicine; Kidney disease; Retrospective cohort study; Cohort; Intensive care medicine; Emergency medicine; Family medicine; Pediatrics; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005455798,0.0002049668,0.0002929497,0.0007743547,0.0001879478,0.00008866651,0.0002856544,0.00004588662,0.0007151482],"category_scores_gemma":[0.0007031796,0.0001891101,0.00007208093,0.0005219267,0.00002019155,0.0003052572,0.0003649304,0.0002250758,0.000007726314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009828247,"about_ca_system_score_gemma":0.0001749393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005739478,"about_ca_topic_score_gemma":0.001882748,"domain_scores_codex":[0.9975972,0.00002204608,0.0005620186,0.0006944917,0.0007643923,0.0003599091],"domain_scores_gemma":[0.9987267,0.00001203419,0.0004296524,0.0003955292,0.0003346326,0.0001014588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001965669,0.0006592274,0.9734635,0.00002711696,0.00009882083,0.0002951691,0.00003879617,0.00002865178,0.000002019197,0.001138436,0.02244519,0.001606488],"study_design_scores_gemma":[0.00110354,0.0002111173,0.8131336,0.00002778896,0.0000238326,0.000006304902,0.00004689904,0.0001462098,2.792367e-7,0.0003540279,0.1847669,0.0001795115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854496,0.000004823694,0.00007366783,0.008632786,0.001752638,0.001735731,0.0002148345,0.0001383974,0.001997502],"genre_scores_gemma":[0.9915969,3.843633e-7,0.00002358181,0.003849321,0.0005043425,0.00183604,0.001307242,0.00003818312,0.0008439894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1623217,"threshold_uncertainty_score":0.8676412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266924791011871,"score_gpt":0.2729581891220355,"score_spread":0.2602889412119168,"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."}}