{"id":"W4381386105","doi":"10.1017/s1049023x23000675","title":"Prehospital Whole Blood Transfusion Training in Ukraine: A Case Study Highlighting the Efficacy of Collaboration and Advocacy","year":2023,"lang":"en","type":"article","venue":"Prehospital and Disaster Medicine","topic":"Disaster Response and Management","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. John’s Health Sciences Centre","funders":"","keywords":"Ukrainian; Christian ministry; Training (meteorology); Medicine; Nursing; Health care; Medical education; Political science; Medical emergency","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001154608,0.0001880884,0.0003504143,0.0001933276,0.0003258029,0.00001420351,0.00009767513,0.00006030737,0.00003276186],"category_scores_gemma":[0.0002579669,0.0001160366,0.00002381399,0.0005885222,0.0001496169,0.0001801636,0.0001900263,0.0002269259,0.000006460345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001269427,"about_ca_system_score_gemma":0.00006222662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005702541,"about_ca_topic_score_gemma":0.0007271332,"domain_scores_codex":[0.9980626,0.0003685714,0.0006189158,0.0003447686,0.0002691862,0.0003359953],"domain_scores_gemma":[0.9987763,0.0006863349,0.0001433015,0.0002348448,0.00005265263,0.000106632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002386405,0.0002605028,0.03457163,0.0002865151,0.00005856182,0.0004329659,0.9506164,0.000005023432,0.0004302319,0.0002785107,0.000401275,0.01241978],"study_design_scores_gemma":[0.007414341,0.001720966,0.09254657,0.0005878668,0.0001535389,0.00002694731,0.8957797,0.0001815793,0.000005435027,0.0001524073,0.001285551,0.0001451249],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907892,0.0004402266,0.00001811555,0.004095686,0.0002904641,0.00231991,0.000007847518,0.00006229307,0.00197621],"genre_scores_gemma":[0.9982505,0.0001077997,0.00001291302,0.0001721673,0.000165586,0.0002190591,0.00001352781,0.00001991132,0.001038503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05797494,"threshold_uncertainty_score":0.4731836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0410811000796109,"score_gpt":0.3759817222045287,"score_spread":0.3349006221249178,"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."}}