{"id":"W1971902953","doi":"10.1093/ndt/17.suppl_5.8","title":"The relationship of haemoglobin level and survival: direct or indirect effects?","year":2002,"lang":"en","type":"review","venue":"Nephrology Dialysis Transplantation","topic":"Erythropoietin and Anemia Treatment","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Kidney disease; Disease; Internal medicine; Erythropoietin; Clinical trial; Renal function; Survival analysis; Intensive care 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":[],"consensus_categories":[],"category_scores_codex":[0.0004364106,0.000377019,0.001806442,0.0002415729,0.0002101883,0.00001617285,0.0001005531,0.0005057735,0.00004477522],"category_scores_gemma":[0.0001955316,0.0002108328,0.0004312987,0.0004580792,0.0002885993,0.00003889815,0.00001023973,0.0003481678,0.00002751204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006818327,"about_ca_system_score_gemma":0.0001223798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004439785,"about_ca_topic_score_gemma":0.0002250735,"domain_scores_codex":[0.9976947,0.0007136689,0.0006903595,0.0004041306,0.0002430941,0.0002540781],"domain_scores_gemma":[0.9935355,0.005600549,0.0003843187,0.0003435088,0.00005156154,0.00008454228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003294948,0.0001958765,0.003514558,0.0223929,0.002041415,0.0001792638,0.0005679352,7.226042e-7,0.00001005225,0.000206509,0.0004534129,0.9701079],"study_design_scores_gemma":[0.006035852,0.001456532,0.03348368,0.0143551,0.065929,0.001155822,0.00005670786,0.00001670797,0.0001143478,0.0001027085,0.8765002,0.000793352],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001465538,0.9954558,0.0000535219,0.0002249543,0.0001877604,0.001105706,0.0001049211,0.00006360189,0.001338221],"genre_scores_gemma":[0.003230765,0.9942784,0.0002775063,0.0000509165,0.0001083347,0.0001892785,0.0006001245,0.00004356791,0.001221076],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9693145,"threshold_uncertainty_score":0.8597513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0776130033888381,"score_gpt":0.3319652748042973,"score_spread":0.2543522714154592,"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."}}