{"id":"W4393851328","doi":"10.1016/j.ekir.2024.02.478","title":"WCN24-151 A QUALITY IMPROVEMENT INITIATIVE TO INCREASE REFERRAL RATES FOR MULTIDISCIPLINARY KIDNEY CARE CLINICS AT AN ACADEMIC HOSPITAL","year":2024,"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":"McMaster University","funders":"","keywords":"Medicine; Multidisciplinary approach; Referral; Quality management; Quality (philosophy); Family medicine; Patient referral; Emergency medicine; Intensive care medicine; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004496924,0.0007563106,0.0005631351,0.00169143,0.002685345,0.003712099,0.002931871,0.001596295,0.01965987],"category_scores_gemma":[0.009380446,0.0004993384,0.000730605,0.002434857,0.001035279,0.0007275823,0.002597026,0.00170505,0.004006202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02435621,"about_ca_system_score_gemma":0.1276405,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.541435,"about_ca_topic_score_gemma":0.8282866,"domain_scores_codex":[0.9930564,0.001074359,0.0002858454,0.0005428341,0.003397612,0.001642971],"domain_scores_gemma":[0.952395,0.001108277,0.00381602,0.0009031495,0.009024723,0.03275293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008420415,0.001932785,0.1277443,0.0006554124,0.0002867455,0.0003489538,0.0005817142,0.0008019613,0.003626075,0.001669134,0.6821328,0.1793781],"study_design_scores_gemma":[0.001240584,0.001013264,0.7804011,0.0003519281,0.0001031066,0.0001615686,0.0005742285,0.001415839,0.0008760383,0.0002649344,0.213531,0.00006644421],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.431913,0.007561013,0.01248572,0.1435562,0.009096183,0.01572192,0.0631101,0.007347661,0.3092083],"genre_scores_gemma":[0.5990471,0.004512063,0.04325375,0.04463558,0.002349564,0.00529341,0.05044715,0.0009428701,0.2495184],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.541435,"threshold_uncertainty_score":0.9225311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05057998154885317,"score_gpt":0.4046138819902877,"score_spread":0.3540339004414345,"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."}}