{"id":"W4401803898","doi":"10.1057/978-1-349-96110-8_953","title":"Canadian Blood Services (CBS)","year":2024,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan UK eBooks","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002441939,0.0006289626,0.0004522926,0.00113041,0.0002870619,0.000930681,0.000541133,0.0004459309,0.006440884],"category_scores_gemma":[0.000008286858,0.0005986896,0.0002922537,0.00006445227,0.00006603598,0.000008563444,0.0001747503,0.0005787234,0.008341779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005286672,"about_ca_system_score_gemma":0.000141545,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06715812,"about_ca_topic_score_gemma":0.3991982,"domain_scores_codex":[0.9977761,0.00000453276,0.0004873117,0.0007273762,0.0005102768,0.0004944201],"domain_scores_gemma":[0.9988093,0.00004817137,0.000289274,0.0005262081,0.0002289554,0.00009808082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009978031,5.089938e-7,0.0001202592,0.0005840039,0.0003211941,0.0003675135,0.00004821201,4.447106e-7,0.00001631069,0.9933826,0.0001250382,0.005023991],"study_design_scores_gemma":[0.0002585532,0.000006866252,0.00005177488,0.0002437033,0.0007114122,0.00002085707,0.00003554478,0.00004334461,0.00001109666,0.6268205,0.3712807,0.0005156674],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0001622428,0.001589966,0.000001505477,0.001262132,0.001260905,0.0004492365,0.00009718716,0.0003391282,0.9948377],"genre_scores_gemma":[0.9132178,0.0001006957,0.00003301109,0.005539817,0.001974837,0.00002397435,0.0002404782,0.000184533,0.07868484],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9161528,"threshold_uncertainty_score":0.9996464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01320220586376846,"score_gpt":0.2101070303110891,"score_spread":0.1969048244473206,"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."}}