{"id":"W2312781834","doi":"10.5414/cnp64055","title":"Complete switch to darbepoetin in a hemodialysis unit","year":2005,"lang":"en","type":"article","venue":"Clinical Nephrology","topic":"Erythropoietin and Anemia Treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Darbepoetin alfa; Hemodialysis; Surgery; Clinical endpoint; Anemia; Internal medicine; Urology; Randomized controlled trial","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005090751,0.000152446,0.000642408,0.0001250639,0.00003403807,0.000005536346,0.0001124048,0.0002310447,0.00112753],"category_scores_gemma":[0.000353682,0.0001262619,0.0001792131,0.0002755955,0.000172577,0.00001849889,0.00008944582,0.0003793752,0.00187922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005148982,"about_ca_system_score_gemma":0.00007969851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005997465,"about_ca_topic_score_gemma":0.0003885295,"domain_scores_codex":[0.9982076,0.0001707931,0.0007025233,0.0004230182,0.0001243964,0.0003716109],"domain_scores_gemma":[0.9986425,0.0005218541,0.00006416524,0.0004152443,0.00004908073,0.000307125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002018843,0.003426066,0.8043501,0.00003371383,0.000253947,0.0006599286,0.000450593,0.0000878803,0.003142485,0.001062778,0.04974351,0.1347702],"study_design_scores_gemma":[0.005101155,0.001138798,0.305869,0.00002911245,0.00010982,0.00007441016,0.00006099987,0.0003785456,0.00006317383,0.0001816803,0.6868456,0.0001477431],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8877758,0.00009160555,0.00008206131,0.1058617,0.0001082854,0.0003041319,0.000005180735,0.000054102,0.005717157],"genre_scores_gemma":[0.9341012,0.00009392136,0.01041023,0.05347288,0.0006754119,0.00003003061,0.00003662582,0.00001912268,0.001160541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6371021,"threshold_uncertainty_score":0.9997856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07604160030923912,"score_gpt":0.3962818359531809,"score_spread":0.3202402356439418,"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."}}