{"id":"W4396998972","doi":"10.1681/asn.20203110s1135a","title":"Temporal Trends in Anemia Management and Major Clinical Outcomes in Incident Dialysis Patients in Canada","year":2020,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of British Columbia","funders":"","keywords":"Medicine; Anemia; Intensive care medicine; Dialysis; Nephrology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000863681,0.0002062592,0.0003631822,0.001516471,0.001527873,0.001206578,0.001209231,0.0004470812,0.001800566],"category_scores_gemma":[0.003508998,0.0002595687,0.0005871654,0.004788332,0.0004642389,0.0003675698,0.0008336624,0.001032306,0.0001382008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02409385,"about_ca_system_score_gemma":0.032377,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9880847,"about_ca_topic_score_gemma":0.9900947,"domain_scores_codex":[0.9987998,0.00007015587,0.0001007119,0.0002159521,0.0004050323,0.0004083455],"domain_scores_gemma":[0.9944462,0.0003008069,0.001686668,0.0001680694,0.00251016,0.0008881593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003938293,0.00001150209,0.9973367,0.00001512209,0.00004277901,0.00002428206,0.00009494749,0.00009198424,0.00003442809,0.00007359398,0.0007816405,0.001453555],"study_design_scores_gemma":[0.000005545358,0.00000904949,0.9984785,0.00002131762,0.00003050553,0.00004071158,0.0002540301,0.0004271605,0.00003699532,0.00002488691,0.0006643144,0.000006986164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787768,0.001770533,0.0002547193,0.001224323,0.00002253173,0.00004619781,0.01518268,0.00003116976,0.002691193],"genre_scores_gemma":[0.99477,0.0007183429,0.0002348823,0.0001464497,0.000009295484,0.00001727339,0.003596973,0.00000637841,0.0005004448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02409385,"threshold_uncertainty_score":0.1748139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02086927936781644,"score_gpt":0.2736299423693485,"score_spread":0.252760663001532,"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."}}