{"id":"W2559820985","doi":"10.1182/blood.v116.21.4410.4410","title":"A Transfusion Audit In An Ugandan Hospital","year":2010,"lang":"en","type":"article","venue":"Blood","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Audit; Blood transfusion; Blood bank; Emergency medicine; Surgery","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":[0.003981043,0.0003316373,0.0002969758,0.003302984,0.002644214,0.001920229,0.0008335074,0.0008577895,0.002114526],"category_scores_gemma":[0.01212157,0.001048554,0.0002222372,0.003613667,0.0009480705,0.0008936696,0.002615639,0.00150153,0.0002858788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005122249,"about_ca_system_score_gemma":0.006934102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01163914,"about_ca_topic_score_gemma":0.01685812,"domain_scores_codex":[0.9949766,0.001579043,0.001148588,0.0002791545,0.001302218,0.0007142968],"domain_scores_gemma":[0.9801511,0.00318595,0.00720163,0.001105554,0.005191437,0.003164387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009652033,0.0007348235,0.8414477,0.001080073,0.00009666877,0.02954854,0.02400156,0.001138208,0.003954809,0.000898035,0.0130713,0.08306304],"study_design_scores_gemma":[0.00005585963,0.001223628,0.9314899,0.0008571904,0.00005008442,0.009334636,0.02054678,0.001190892,0.001941533,0.0002474744,0.03297557,0.00008642942],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903562,0.001986077,0.0004642405,0.002056116,0.0001305903,0.0004542627,0.0004419511,0.00006530957,0.00404535],"genre_scores_gemma":[0.9915507,0.002293593,0.001469978,0.001388284,0.00007498662,0.0001499825,0.000411681,0.0000168603,0.002643959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01163914,"threshold_uncertainty_score":0.03716463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008745050599608598,"score_gpt":0.223735617691379,"score_spread":0.2149905670917704,"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."}}