{"id":"W2140974892","doi":"10.1093/ndt/gfm926","title":"The modern haemodialysis factory: must quality improvement trump personalized care?","year":2007,"lang":"en","type":"editorial","venue":"Nephrology Dialysis Transplantation","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber River Regional Hospital","funders":"","keywords":"Medicine; Factory (object-oriented programming); Peritoneal dialysis; Offensive; Intensive care medicine; Quality (philosophy); Dialysis; Unit (ring theory); Health care; Patient safety; Nephrology; Medical emergency; Internal medicine; Operations research; Computer science","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":[0.007164508,0.003875441,0.003173227,0.002208393,0.003248387,0.007105987,0.003623145,0.01942225,0.006288948],"category_scores_gemma":[0.02387254,0.001125535,0.001999273,0.001465345,0.003738243,0.006688858,0.001034725,0.02876843,0.005629892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002302812,"about_ca_system_score_gemma":0.002955093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001455468,"about_ca_topic_score_gemma":0.003559959,"domain_scores_codex":[0.996367,0.000775076,0.0004776206,0.0004107429,0.001740835,0.0002288179],"domain_scores_gemma":[0.9731101,0.01605739,0.000986077,0.0005559804,0.006403136,0.002887328],"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":[0.00002820855,0.00001900817,0.00003907456,0.000253685,0.00001504242,0.0001536334,0.00003309101,0.00002543889,0.00002867726,0.0004873551,0.9900193,0.008897618],"study_design_scores_gemma":[0.00006606001,0.00006218347,0.0004758499,0.0007337629,0.00005578871,0.0004417147,0.0001558282,0.0001697894,0.00008417228,0.001619167,0.9961116,0.00002425412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00005485411,0.01127413,0.0001130103,0.07092158,0.9164478,0.00001266559,0.00002176364,0.00004401666,0.001110073],"genre_scores_gemma":[0.0005088641,0.008928726,0.00008772569,0.02342421,0.9643922,0.000009904961,0.0000112811,0.00001454024,0.002622514],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01942225,"threshold_uncertainty_score":0.03789002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04036250765847834,"score_gpt":0.3926970902857241,"score_spread":0.3523345826272458,"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."}}