{"id":"W2019262632","doi":"10.1111/j.1542-4758.2009.00376.x","title":"Predictors of anemia in patients on hemodialysis","year":2009,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Erythropoietin and Anemia Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Anemia; Erythropoietin; Ferritin; Hemoglobin; Internal medicine; Gastroenterology; Population; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004465673,0.0001798185,0.000319375,0.0005313458,0.0004566749,0.0004987664,0.0001886902,0.0003841503,0.0009585497],"category_scores_gemma":[0.003344773,0.000183756,0.0002450408,0.0007984978,0.0002383973,0.0003297674,0.0002925098,0.0007856131,0.0001182782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001857361,"about_ca_system_score_gemma":0.0004048703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002490681,"about_ca_topic_score_gemma":0.002476212,"domain_scores_codex":[0.9996759,0.0001109007,0.00004279074,0.00003162108,0.00007762951,0.00006122333],"domain_scores_gemma":[0.9982312,0.0005674137,0.0005645233,0.00004894209,0.0001916186,0.0003962705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004738848,0.00002135718,0.9991869,0.000003001068,0.000008268312,0.00005246147,0.0000168408,0.00003131557,0.00004084285,0.000007288706,0.00004702692,0.0005372856],"study_design_scores_gemma":[0.000006733746,0.0001270747,0.9987618,0.000006472391,0.00002185215,0.0004234356,0.0001197634,0.0003318355,0.00004850966,0.00003400524,0.0001152998,0.000003246256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990945,0.0003195718,0.00005779315,0.00007812965,0.000007195502,0.000005031181,0.00005952509,0.000003494239,0.0003747794],"genre_scores_gemma":[0.9997308,0.00007907999,0.00004056795,0.00001625952,0.00001351323,0.000003045566,0.00006550943,9.356564e-7,0.00005038172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002490681,"threshold_uncertainty_score":0.004952431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009276777499050376,"score_gpt":0.2592049794328267,"score_spread":0.2499282019337764,"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."}}