{"id":"W2128952854","doi":"10.1093/ndt/gfi024","title":"Effectiveness of a multidisciplinary kidney disease clinic in achieving treatment guideline targets","year":2005,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Kidney disease; Referral; Internal medicine; Blood pressure; Dialysis; Renal function; Cohort; Peritoneal dialysis; Guideline; Hemodialysis; Prospective cohort study; Renal replacement therapy; Nephropathy; Surgery; Diabetes mellitus; Endocrinology; 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":[0.0004089672,0.0002017756,0.0005565238,0.0002982325,0.00004373755,0.000003699019,0.00005951157,0.0001188415,0.0002896489],"category_scores_gemma":[0.0001035761,0.0001741844,0.0002661265,0.0002477785,0.00008901274,0.000121765,0.000009067472,0.00009184929,0.00004112051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00016623,"about_ca_system_score_gemma":0.000410361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000717737,"about_ca_topic_score_gemma":0.00007159745,"domain_scores_codex":[0.9982971,0.0002866096,0.0006168397,0.0003730297,0.0001595378,0.0002668879],"domain_scores_gemma":[0.9988668,0.0003591919,0.0001187579,0.000260245,0.00006308239,0.0003319535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01552206,0.003520094,0.8700366,0.001577195,0.0006727818,0.0002231561,0.00129289,0.002274822,0.09410004,0.00004833906,0.0002173538,0.01051468],"study_design_scores_gemma":[0.01367426,0.0005594651,0.9687393,0.0003231945,0.002282814,0.000006728106,0.00002673503,0.004175421,0.009349413,0.00009748805,0.0005826266,0.0001825425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99601,0.001023288,0.0005721943,0.001304736,0.00005362004,0.0006092893,0.0001485576,0.0000476299,0.000230663],"genre_scores_gemma":[0.9951407,0.0009754088,0.0008185407,0.0005366356,0.0001255311,0.000126203,0.002221652,0.00001967707,0.00003563014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09870272,"threshold_uncertainty_score":0.7103035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01179698980114209,"score_gpt":0.303914525468071,"score_spread":0.2921175356669289,"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."}}