{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002550289,0.0001121142,0.000107524,0.0002048509,0.0001075015,0.000230338,0.0001795108,0.00008578983,0.00113222],"category_scores_gemma":[0.00005337923,0.0001041267,0.00004254151,0.0003365319,0.00002736365,0.001905646,0.00002354686,0.0002793292,0.0002108844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001583882,"about_ca_system_score_gemma":0.00001534377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004001121,"about_ca_topic_score_gemma":0.004904785,"domain_scores_codex":[0.9992117,0.000006852384,0.0001763546,0.0002397567,0.0001924434,0.0001729497],"domain_scores_gemma":[0.9996428,0.00002184784,0.00006915598,0.0001806893,0.00006915587,0.00001631881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001106807,0.009919461,0.772686,0.0001473375,0.00005090209,0.0001600775,0.0007730044,0.000006201545,0.08598148,0.07434202,0.0006584391,0.05516442],"study_design_scores_gemma":[0.01248051,0.0001183974,0.7236318,0.00004883604,0.0002612938,0.000015753,0.0006398504,0.0008098981,0.005072584,0.005829438,0.2501644,0.0009271938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746497,0.00001477122,0.00002385584,0.002337053,0.0005442752,0.000175982,0.000001275286,0.0001237587,0.02212939],"genre_scores_gemma":[0.9982434,0.0000122193,0.0002309016,0.0007757986,0.0006190241,0.00001657441,0.00001652537,0.00001788321,0.00006769841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.249506,"threshold_uncertainty_score":0.9997809,"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."}}