{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004861031,0.000561737,0.0006128965,0.001348499,0.001414862,0.001007198,0.0006563325,0.001406838,0.003449177],"category_scores_gemma":[0.004067979,0.0003774643,0.0004659449,0.001542153,0.0004976824,0.0009286715,0.0005795178,0.001785992,0.0002405399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001207332,"about_ca_system_score_gemma":0.002862487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02213973,"about_ca_topic_score_gemma":0.0324915,"domain_scores_codex":[0.9991204,0.0001256018,0.000160828,0.00009496485,0.0002097773,0.0002885415],"domain_scores_gemma":[0.9974739,0.0003597227,0.001174458,0.00005185714,0.0002797479,0.0006602844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002221654,0.0001680402,0.9351787,0.0000786585,0.00005446998,0.05801868,0.0003542652,0.00008089213,0.0004990314,0.0001231743,0.001624215,0.00359773],"study_design_scores_gemma":[0.00002213691,0.0001596021,0.8623825,0.0001936888,0.00009510999,0.1312698,0.003636705,0.0005349407,0.0002246225,0.0003308765,0.001106321,0.00004383995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854829,0.001728398,0.0002365697,0.004745604,0.0001669684,0.00006489424,0.0003018987,0.0000207927,0.00725196],"genre_scores_gemma":[0.9976642,0.0007041327,0.0002269554,0.0007747458,0.0002070327,0.000008059255,0.00013998,0.000005257217,0.0002696225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02213973,"threshold_uncertainty_score":0.04402173,"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."}}