{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001672517,0.0002987435,0.0004336976,0.001596135,0.0007646639,0.001101339,0.0006397993,0.0006063904,0.002292079],"category_scores_gemma":[0.003761045,0.0006478834,0.0009226297,0.002355301,0.0004105352,0.001010621,0.0008857251,0.0007541422,0.0006546913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008183753,"about_ca_system_score_gemma":0.0008908687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01380233,"about_ca_topic_score_gemma":0.02114669,"domain_scores_codex":[0.9981864,0.0003453039,0.000312579,0.0005514887,0.0003188197,0.0002853737],"domain_scores_gemma":[0.9964696,0.0004992809,0.001677994,0.0004025181,0.0005000245,0.0004506622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006550032,0.00002465932,0.9993801,0.000006049997,0.00003933111,0.00005083769,0.00006989036,0.00001753183,0.00005140944,0.00001403388,0.00006287743,0.0002177715],"study_design_scores_gemma":[0.00001381519,0.0001513915,0.9982583,0.00001293418,0.00004842592,0.0003839157,0.0005195595,0.000264571,0.0000475398,0.00002532831,0.0002657167,0.00000842954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981861,0.0001442848,0.0001099424,0.00003364788,0.000006485555,0.00002962389,0.001021,0.000004144896,0.0004648024],"genre_scores_gemma":[0.9988213,0.00009095974,0.00009960482,0.00004561172,0.000009317723,0.00003183401,0.000769711,0.000005563761,0.0001261237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01380233,"threshold_uncertainty_score":0.02744395,"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."}}