{"id":"W2171986080","doi":"10.1093/ndt/gfq669","title":"Dedication of a nurse to educating suboptimal haemodialysis starts improved transition to independent modalities of renal replacement therapy","year":2010,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Renal replacement therapy; Nephrology; Modalities; Intensive care medicine; Referral; Hemodialysis; Transplantation; Dialysis; Treatment modality; Multidisciplinary team; Internal medicine; Nursing","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":[0.00164098,0.0001249714,0.0002005897,0.0001553527,0.0004070627,0.0005208572,0.0003090188,0.0003433967,0.003760576],"category_scores_gemma":[0.008256883,0.00009884045,0.0002436899,0.00009963287,0.0001454943,0.0003833674,0.000827607,0.0004538333,0.0004764509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000744363,"about_ca_system_score_gemma":0.002118136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003656249,"about_ca_topic_score_gemma":0.006647543,"domain_scores_codex":[0.9991252,0.0004426866,0.00006660852,0.00008114002,0.0001356358,0.0001487708],"domain_scores_gemma":[0.995581,0.001012975,0.0008294636,0.000110316,0.0006634083,0.001802843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006671654,0.004416545,0.6536592,0.0005468887,0.00007716116,0.0004944457,0.004905677,0.001057576,0.002230392,0.0001802313,0.007996453,0.3237684],"study_design_scores_gemma":[0.0002110243,0.005776806,0.9713358,0.0007469777,0.0001149503,0.0006903824,0.005168827,0.002347438,0.0009437381,0.0002023887,0.01242316,0.00003859386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900258,0.0003598003,0.001889811,0.001583786,0.0001516312,0.0002798909,0.00007292072,0.00005936124,0.00557706],"genre_scores_gemma":[0.9922702,0.0003396599,0.005041658,0.0006646185,0.00004848938,0.0001571039,0.00007285055,0.000007937459,0.001397457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003760576,"threshold_uncertainty_score":0.01258039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009690921124563786,"score_gpt":0.2696470646586812,"score_spread":0.2599561435341174,"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."}}