{"id":"W1531070701","doi":"10.1111/trf.13010","title":"Blood utilization at a national referral hospital in sub‐Saharan Africa","year":2015,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Referral; Interquartile range; Blood transfusion; Emergency medicine; Malaria; Blood bank; Health care; Intensive care medicine; Family medicine; Internal medicine; Immunology","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":[0.0005399992,0.0002472308,0.0001918382,0.001247885,0.001133545,0.0008254353,0.0004599366,0.0003512092,0.002284447],"category_scores_gemma":[0.002425999,0.0002059194,0.0001379179,0.002381628,0.000511515,0.0005984263,0.001202438,0.0004172947,0.0002378631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00180128,"about_ca_system_score_gemma":0.002730971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02148081,"about_ca_topic_score_gemma":0.02965189,"domain_scores_codex":[0.999097,0.0002999108,0.0001473905,0.00008890694,0.0001086568,0.0002580877],"domain_scores_gemma":[0.9977686,0.000336897,0.001162295,0.00004230563,0.0001662831,0.0005235197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004481924,0.00007746257,0.9825724,0.0001156449,0.00002431336,0.001963336,0.004085089,0.00006054497,0.0002179585,0.00008989741,0.001072637,0.009675797],"study_design_scores_gemma":[0.000009059973,0.0001862585,0.9742694,0.0002300978,0.00002415041,0.003230663,0.01976268,0.0001919565,0.0001643196,0.00009334369,0.001823252,0.00001473434],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985154,0.0004323093,0.00003444516,0.0002724232,0.000004484848,0.0000179104,0.0002220582,0.000003950797,0.0004969262],"genre_scores_gemma":[0.9988163,0.0005939793,0.00009335399,0.0002184596,0.000008918836,0.00002130837,0.0001164019,0.000001087648,0.0001302515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02148081,"threshold_uncertainty_score":0.04271156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07014155180515412,"score_gpt":0.2675825238784896,"score_spread":0.1974409720733354,"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."}}