{"id":"W1904015344","doi":"10.1111/j.1365-3148.2005.00554ay.x","title":"Hospital Transfusion Education – A Global Perspective","year":2005,"lang":"en","type":"article","venue":"Transfusion Medicine","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Directive; Blood transfusion; Nursing; Pace; Family medicine; Surgery","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":[],"category_scores_codex":[0.0004888863,0.0003036095,0.0003159123,0.0002935538,0.0003472585,0.00009216739,0.0002805763,0.0001355276,0.00640432],"category_scores_gemma":[0.0001513259,0.0002486059,0.0001251332,0.001030488,0.0001486734,0.002444976,0.00002253182,0.0002655612,0.0006776213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001322162,"about_ca_system_score_gemma":0.0001023491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005225428,"about_ca_topic_score_gemma":0.00230931,"domain_scores_codex":[0.997918,0.00002765152,0.000485123,0.000534458,0.0007195591,0.0003152296],"domain_scores_gemma":[0.998935,0.00005555155,0.0001616933,0.000277303,0.0005135781,0.0000568106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004728717,0.002569021,0.006700575,0.0001779151,0.00008943671,0.00001432106,0.002394574,0.00005204037,0.003462206,0.5268605,0.03230651,0.4249],"study_design_scores_gemma":[0.008204569,0.0002609647,0.03289904,0.000389771,0.0006637351,0.00004339772,0.01477167,0.001086065,0.0002718859,0.02545466,0.9149428,0.001011422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3135959,0.001409638,0.007472635,0.2462867,0.002444274,0.001095384,0.000006130393,0.0006029639,0.4270863],"genre_scores_gemma":[0.9777387,0.001118195,0.0005932521,0.01516126,0.004546421,0.00005226175,0.00004874405,0.00003409898,0.0007070206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8826363,"threshold_uncertainty_score":0.9999966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01262012301957846,"score_gpt":0.2794032113081986,"score_spread":0.2667830882886202,"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."}}