{"id":"W2099512291","doi":"10.1111/j.1537-2995.2009.02375.x","title":"Comprehensive survey of red blood cell unit life cycle at a large teaching institution in eastern Canada","year":2009,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Greenfield Research (Canada); Dalhousie University","funders":"","keywords":"Economic shortage; Blood transfusion; Medicine; Receipt; Nova scotia; Red blood cell; Transfusion medicine; Unit (ring theory); Emergency medicine; Pediatrics; Surgery; Internal medicine; Business; Geography; Mathematics; Accounting","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002761121,0.0001543328,0.0003366603,0.0001344278,0.00009461544,0.000004235949,0.00008015698,0.00007744382,0.0001151336],"category_scores_gemma":[0.00002008119,0.0001444426,0.00005144713,0.0002428612,0.00001890623,0.00005123545,0.00001759655,0.0002527186,0.000003953762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005811902,"about_ca_system_score_gemma":0.0002076655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4366151,"about_ca_topic_score_gemma":0.7535007,"domain_scores_codex":[0.9986346,0.0001522901,0.0003685727,0.0002497918,0.0003454083,0.0002493298],"domain_scores_gemma":[0.9994473,0.00003606921,0.00005175596,0.0002375115,0.00007427626,0.0001530836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00478695,0.007643005,0.7192476,0.001426504,0.0001962855,0.0006266366,0.00406941,0.001321415,0.2390335,0.0006307978,0.001719189,0.01929875],"study_design_scores_gemma":[0.008777023,0.000341253,0.9799234,0.0002078886,0.0001091275,0.000007770356,0.000198494,0.0009533191,0.004775019,0.000006103859,0.004547786,0.0001528758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907059,0.0001841311,0.000385008,0.001025643,0.0001150894,0.0006065306,0.00002666024,0.00003360872,0.006917446],"genre_scores_gemma":[0.998064,0.0002753795,0.00009600825,0.001126873,0.00001600859,0.000003686775,0.00009526075,0.00001122976,0.0003115999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3168856,"threshold_uncertainty_score":0.58902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02329786995959997,"score_gpt":0.2540641754624647,"score_spread":0.2307663055028647,"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."}}