{"id":"W2140583554","doi":"10.1093/ndt/gfs593","title":"Impact of frequent hemodialysis on anemia management: results from the Frequent Hemodialysis Network (FHN) Trials","year":2013,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Erythropoietin and Anemia Treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Hemodialysis; Anemia; Intensive care medicine; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001285594,0.0005101865,0.001565178,0.0002691626,0.0002267544,0.00004918934,0.0002760226,0.0003627782,0.001402405],"category_scores_gemma":[0.0001373316,0.0003165837,0.001420013,0.0007556292,0.000244243,0.0001317874,0.00002142958,0.0003252284,0.0002715464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002486147,"about_ca_system_score_gemma":0.00008698054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005396232,"about_ca_topic_score_gemma":0.0003140718,"domain_scores_codex":[0.9953033,0.001054751,0.00164068,0.0007918661,0.0006278906,0.0005814557],"domain_scores_gemma":[0.9955865,0.002215913,0.000776045,0.001028661,0.0001852253,0.000207687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05020658,0.008209122,0.3227633,0.0007691246,0.07167903,0.001215503,0.02053805,0.08803646,0.1129151,0.002325937,0.1165782,0.2047636],"study_design_scores_gemma":[0.02692487,0.001864398,0.9303221,0.0003438557,0.02739403,0.00004074502,0.0003333796,0.001210443,0.007480388,0.00262212,0.0007549569,0.0007086837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884967,0.0003354069,0.0008349716,0.004545026,0.0002007723,0.001589702,0.0004688998,0.0001059194,0.003422631],"genre_scores_gemma":[0.9866968,0.003513419,0.002771138,0.001564956,0.0006819799,0.0002630239,0.004298562,0.00004314964,0.0001669355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6075588,"threshold_uncertainty_score":0.9999287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02439720541422461,"score_gpt":0.2904123209800986,"score_spread":0.2660151155658739,"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."}}