{"id":"W2981681202","doi":"10.1002/9781119129431.ch20","title":"Donors and Blood Collection","year":2017,"lang":"en","type":"other","venue":"","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Héma-Québec","funders":"","keywords":"Health care; Erythropoiesis; Medicine; Population; Incidence (geometry); Adverse effect; Intensive care medicine; Immunology; Environmental health; Anemia; Pharmacology; Internal medicine; Economic growth; Economics","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":[0.01452747,0.0005486782,0.0007440881,0.00232842,0.003634446,0.004858494,0.001857169,0.001994336,0.09772888],"category_scores_gemma":[0.02190088,0.0005284645,0.0005033512,0.001845902,0.001326763,0.001709655,0.003907562,0.002645938,0.05278533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001696184,"about_ca_system_score_gemma":0.008915891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003610415,"about_ca_topic_score_gemma":0.004538059,"domain_scores_codex":[0.9907453,0.003328828,0.001152737,0.0009380871,0.003146704,0.0006883972],"domain_scores_gemma":[0.992474,0.001435509,0.0003920377,0.001312667,0.002944775,0.001440904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005263795,0.0005939447,0.01389089,0.001053241,0.00001982524,0.001166328,0.003109595,0.0001212903,0.001159353,0.03146185,0.502643,0.4442543],"study_design_scores_gemma":[0.00002904424,0.0001122343,0.002758549,0.0007264928,0.000008146244,0.001082593,0.001097279,0.00004196474,0.0005851923,0.002842152,0.9907006,0.00001565808],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04637786,0.05508514,0.05169692,0.03934529,0.0192351,0.03534418,0.02394807,0.002377572,0.7265897],"genre_scores_gemma":[0.102676,0.06449606,0.07895409,0.02672847,0.008388553,0.02885586,0.02524517,0.001274441,0.6633814],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09772888,"threshold_uncertainty_score":0.3269356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01509469667189149,"score_gpt":0.2325154318410746,"score_spread":0.2174207351691832,"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."}}