{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007540362,0.0001911138,0.0002267492,0.001089238,0.003558704,0.001247607,0.001124006,0.0003248032,0.001784164],"category_scores_gemma":[0.002408901,0.0003026224,0.0001713873,0.00324695,0.001228985,0.0004434722,0.001116041,0.0005132593,0.0002096697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03545617,"about_ca_system_score_gemma":0.05844817,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9883328,"about_ca_topic_score_gemma":0.99352,"domain_scores_codex":[0.998594,0.0001049347,0.00009320416,0.0001523175,0.0005280181,0.0005274662],"domain_scores_gemma":[0.9957277,0.0003091849,0.0009444532,0.00007161062,0.001659884,0.001287168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002399675,0.00003720821,0.9779894,0.0000945627,0.00001184091,0.0002992801,0.01136854,0.0001178304,0.0006004494,0.0001290138,0.0008490485,0.008478705],"study_design_scores_gemma":[0.000001154666,0.00004224398,0.9724447,0.00007375995,0.000005264802,0.0001066488,0.02523389,0.0001677447,0.0001351377,0.0000152235,0.001761071,0.00001319174],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972576,0.0002621466,0.0001100282,0.0002740959,0.000003148992,0.00004359821,0.0008090183,0.000007510624,0.001232805],"genre_scores_gemma":[0.9979168,0.0004756759,0.0002634134,0.0001689378,0.000001969783,0.00001817694,0.0002854996,0.00000305335,0.0008665223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03545617,"threshold_uncertainty_score":0.2572537,"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."}}