{"id":"W2108880404","doi":"10.1093/ndt/gfn780","title":"Protocol adherence and the ability to achieve target haemoglobin levels in haemodialysis patients","year":2009,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Erythropoietin and Anemia Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kidney Foundation of Canada; Satellite Healthcare","keywords":"Medicine; Hemodialysis; Protocol (science); Intensive care medicine; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004511049,0.0001133603,0.0002340854,0.0005683128,0.0003680021,0.0007371728,0.0003646796,0.0004881681,0.001051678],"category_scores_gemma":[0.03130899,0.0001415846,0.0003642925,0.0006208586,0.000272529,0.000479994,0.0005033967,0.0007686031,0.0001205657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003826727,"about_ca_system_score_gemma":0.0007193369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002633667,"about_ca_topic_score_gemma":0.001634905,"domain_scores_codex":[0.9960089,0.002023873,0.0006655359,0.0002270561,0.0008235932,0.000251101],"domain_scores_gemma":[0.9769679,0.007931701,0.01118076,0.001010613,0.001371728,0.001537317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000886433,0.0001323655,0.9938418,0.00001706937,0.0000542153,0.00003023401,0.0001539296,0.0001073255,0.0000655433,0.00003005803,0.000127557,0.00535127],"study_design_scores_gemma":[0.0000149026,0.000463489,0.9975745,0.00003134526,0.00003515514,0.0002228405,0.000280731,0.0009256676,0.0000821887,0.00008609549,0.000276316,0.000006723773],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998635,0.0002219121,0.0002636945,0.0002004919,0.000007301205,0.00002442443,0.00006473499,0.000006059716,0.0005764707],"genre_scores_gemma":[0.9994674,0.00008247914,0.0002228018,0.00006343779,0.00000756124,0.00001843033,0.00007957967,0.000001569936,0.0000566847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004511049,"threshold_uncertainty_score":0.02385694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01623143804454908,"score_gpt":0.2931970166470315,"score_spread":0.2769655786024824,"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."}}