{"id":"W2552334542","doi":"10.1017/cem.2016.388","title":"Iron deficiency anemia in the emergency department: over-utilization of red blood cell transfusion and infrequent use of iron supplementation","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Iron Metabolism and Disorders","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Emergency department; Anemia; Red Blood Cell Transfusion; Blood transfusion; Iron deficiency; Iron-deficiency anemia; Intensive care medicine; Red blood cell; Iron supplementation; Medical emergency; Emergency medicine; Pediatrics; Immunology; Internal medicine; Psychiatry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005757595,0.0001491054,0.000321227,0.0004463739,0.00005158908,0.000001324688,0.0001174855,0.00007117511,0.003014198],"category_scores_gemma":[0.0002649043,0.00008701457,0.0000719721,0.0004181775,0.0001091667,0.000191833,0.000004654171,0.0001079776,3.997345e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004052505,"about_ca_system_score_gemma":0.0002821193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005168429,"about_ca_topic_score_gemma":0.01407555,"domain_scores_codex":[0.9979543,0.0001201211,0.001130776,0.0001415195,0.0004105692,0.0002426844],"domain_scores_gemma":[0.9988303,0.00004239679,0.0004615017,0.0001972268,0.0002102737,0.0002583403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002781092,0.0002849881,0.7999359,0.0008882025,0.00001159816,0.00004254581,0.006097787,0.00002374315,0.1738773,0.0006104483,0.01283624,0.005113089],"study_design_scores_gemma":[0.008977481,0.002493372,0.9714271,0.0005170045,0.0009392832,0.00003572044,0.002812498,0.000008997995,0.007132923,0.000385458,0.00506254,0.0002076048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905629,0.005572889,0.0002321405,0.001631742,0.000855647,0.0003687116,0.00003835584,0.000001657293,0.0007360125],"genre_scores_gemma":[0.9808603,0.01874792,0.00008077812,0.00004864252,0.0001085609,0.000003208503,0.00002807828,0.00001288275,0.0001096066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1714912,"threshold_uncertainty_score":0.9978972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05034297666899094,"score_gpt":0.3058131954902691,"score_spread":0.2554702188212782,"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."}}