{"id":"W3137857762","doi":"10.1111/trf.16372","title":"Transfusion medicine and blood banking education and training for blood establishment laboratory staff: A review of selected countries in Africa","year":2021,"lang":"en","type":"review","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"Fogarty International Center","keywords":"Trainer; Curriculum; Medicine; Syllabus; Medical education; Training (meteorology); Pandemic; Transfusion medicine; Coaching; Nursing; Blood transfusion; Coronavirus disease 2019 (COVID-19); Psychology; Disease; Pedagogy; Surgery; Infectious disease (medical specialty)","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":[0.002493477,0.0007177545,0.0008696653,0.008382003,0.0007038551,0.001615797,0.0007826083,0.0008536751,0.002956848],"category_scores_gemma":[0.006657017,0.0005385312,0.0006789862,0.01358589,0.0006989717,0.001655809,0.000824888,0.0005758725,0.0002143197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002236063,"about_ca_system_score_gemma":0.006711361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01273254,"about_ca_topic_score_gemma":0.02030149,"domain_scores_codex":[0.9984687,0.0004451834,0.0004869803,0.0001761325,0.0002711423,0.0001518944],"domain_scores_gemma":[0.9926677,0.004273416,0.001874403,0.00005773758,0.0008055962,0.0003210206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002829203,0.0001964007,0.02832023,0.1766107,0.0004389905,0.001573625,0.005436063,0.000415121,0.0008885473,0.001551683,0.01016254,0.7741232],"study_design_scores_gemma":[0.0001035989,0.0006806392,0.338749,0.2856417,0.002477444,0.009404371,0.01904839,0.0003588209,0.001444667,0.000503474,0.341466,0.0001218293],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009554745,0.9883652,0.0001012614,0.0007770109,0.0001509568,0.00004082702,0.0001535421,0.00000487123,0.0008515405],"genre_scores_gemma":[0.03765877,0.9614923,0.0002975465,0.0002376314,0.00006714198,0.0000369173,0.00008890635,0.000003479719,0.0001172919],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01273254,"threshold_uncertainty_score":0.02531683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04244545879112585,"score_gpt":0.3049080528080095,"score_spread":0.2624625940168837,"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."}}