{"id":"W1969014198","doi":"10.1053/j.ajkd.2011.03.019","title":"When Enough Is Enough: The Nephrologist's Responsibility in Ordering Dialysis Treatments","year":2011,"lang":"en","type":"article","venue":"American Journal of Kidney Diseases","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Nephrology; Dialysis; Internal medicine; Intensive care medicine","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":[0.05565068,0.0006481959,0.001692236,0.002836166,0.01351767,0.01167366,0.003263949,0.01714662,0.007557559],"category_scores_gemma":[0.2576222,0.001481509,0.001106231,0.001355768,0.01055061,0.01592813,0.007072724,0.03055122,0.002224809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006856511,"about_ca_system_score_gemma":0.03289318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006890167,"about_ca_topic_score_gemma":0.01962116,"domain_scores_codex":[0.9238594,0.04507072,0.007223766,0.002734494,0.01719986,0.00391175],"domain_scores_gemma":[0.7064819,0.1694917,0.02011622,0.00850897,0.03943712,0.05596412],"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":[0.0003913278,0.0007592415,0.06090147,0.0007429786,0.0002965249,0.01008777,0.01605748,0.0009710898,0.001002466,0.01450232,0.6633987,0.2308886],"study_design_scores_gemma":[0.0004524337,0.0006962984,0.07272714,0.00913689,0.0005772401,0.03925681,0.07750081,0.004574193,0.002485008,0.2242888,0.5671558,0.001148606],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01210929,0.009899603,0.00458115,0.949209,0.007231706,0.00003672111,0.00003925113,0.0001669633,0.01672625],"genre_scores_gemma":[0.5644348,0.02321695,0.03090177,0.3415927,0.03204539,0.0001714273,0.00010145,0.0007285902,0.006806902],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05565068,"threshold_uncertainty_score":0.2943125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02201088381730553,"score_gpt":0.2706449657231934,"score_spread":0.2486340819058878,"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."}}