{"id":"W2989143285","doi":"10.1182/blood-2019-129197","title":"Diagnosing Absolute Iron-Deficiency Anemia in Patients on Hemodialysis in a Tertiary Care Centre: A Retrospective Chart Review","year":2019,"lang":"en","type":"article","venue":"Blood","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Transferrin saturation; Hemodialysis; Anemia; Internal medicine; Iron deficiency; Ferritin; Gastroenterology; Population; Iron-deficiency anemia; Bone marrow examination; Surgery; Pediatrics; Bone marrow","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001278816,0.0001906075,0.0005699761,0.002961778,0.0007114622,0.0008394011,0.0005995558,0.000430972,0.00187505],"category_scores_gemma":[0.003796861,0.0003693369,0.0002534054,0.003313287,0.0004702637,0.000691383,0.0007601137,0.0004179639,0.0003009725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0012873,"about_ca_system_score_gemma":0.00210702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01047671,"about_ca_topic_score_gemma":0.01444474,"domain_scores_codex":[0.9983168,0.0002673731,0.0005499362,0.0003354746,0.0003481823,0.0001822541],"domain_scores_gemma":[0.9921224,0.002003127,0.003620948,0.0003302098,0.001288077,0.0006351992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000592349,0.00005232699,0.9929674,0.0002437543,0.00002538571,0.001793609,0.0006297209,0.00002690336,0.0002493255,0.00004216651,0.0007672844,0.003142898],"study_design_scores_gemma":[0.00001313814,0.000206004,0.9914054,0.0002421141,0.00004226454,0.004159563,0.002082316,0.0001420893,0.0001742318,0.00001607503,0.001503356,0.00001358717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915258,0.002720529,0.0002828157,0.0001603776,0.00001681537,0.0004374009,0.003295726,0.00002253289,0.001537887],"genre_scores_gemma":[0.9953283,0.001756885,0.0004791384,0.0001856466,0.00003221154,0.0001753346,0.001867888,0.000004907121,0.0001696653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01047671,"threshold_uncertainty_score":0.02083147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005193051394859314,"score_gpt":0.232061514457406,"score_spread":0.2268684630625467,"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."}}