{"id":"W3091874749","doi":"10.1016/j.ekir.2020.10.003","title":"Long- Versus Short-Acting Erythropoiesis-Stimulating Agent Type and Mortality","year":2020,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Erythropoietin and Anemia Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Erythropoiesis; Internal medicine; Anemia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001158797,0.0001510991,0.0002089345,0.00003227232,0.00007595489,0.00003898615,0.00003952074,0.00005968812,0.000808706],"category_scores_gemma":[0.002181644,0.0001350206,0.00007027168,0.00009956808,0.0000617378,0.00008348851,0.00008463507,0.0001476227,0.0000242436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001143237,"about_ca_system_score_gemma":0.0001885626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000769469,"about_ca_topic_score_gemma":0.000004140597,"domain_scores_codex":[0.9986506,0.00001364466,0.000377996,0.0003690613,0.0004314943,0.0001571893],"domain_scores_gemma":[0.998996,0.00005214547,0.000124402,0.0001655094,0.0002221002,0.0004398751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000360659,0.0001723834,0.9718292,0.0001051432,0.0007371857,0.005953331,0.0005748029,0.00004350329,0.003277589,0.0001812361,0.009419395,0.007345621],"study_design_scores_gemma":[0.007656484,0.002569517,0.805816,0.001012619,0.001402573,0.003294185,0.001854526,0.01048923,0.0198824,0.0003313473,0.1443563,0.0013348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9405616,0.0001204087,0.0002263993,0.01631052,0.001653484,0.0002305097,0.00001065101,0.0001309708,0.04075544],"genre_scores_gemma":[0.9956211,0.00006542341,0.001637737,0.001527171,0.0005085589,0.000005470023,0.000163753,0.00002104214,0.0004497402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1660131,"threshold_uncertainty_score":0.8854764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.076231496780516,"score_gpt":0.3576845587758363,"score_spread":0.2814530619953203,"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."}}