{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003368802,0.000502055,0.0003607878,0.0009181788,0.01217952,0.002477839,0.001619666,0.002661538,0.001879051],"category_scores_gemma":[0.005805878,0.0004597268,0.0004432053,0.0008508522,0.003412518,0.001364362,0.004555922,0.002488365,0.0002641721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006192412,"about_ca_system_score_gemma":0.008236541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02070623,"about_ca_topic_score_gemma":0.0505699,"domain_scores_codex":[0.9955135,0.002907684,0.0001448176,0.0001913683,0.000319805,0.0009228095],"domain_scores_gemma":[0.995602,0.00165097,0.0008420953,0.0001829743,0.0003870747,0.001334928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"case_report","study_design_scores_codex":[0.0001184774,0.001029212,0.08435364,0.0004917536,0.00004497373,0.2363069,0.6384321,0.0005601614,0.001054245,0.007251499,0.004890576,0.02546643],"study_design_scores_gemma":[0.00002178421,0.0003863011,0.03462949,0.0006981447,0.00003693809,0.07170922,0.8643046,0.0009768984,0.001012809,0.001240298,0.02493574,0.00004779629],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897714,0.0008716369,0.0008563037,0.002789122,0.00007262969,0.00007311728,0.00002060182,0.00001389486,0.005531238],"genre_scores_gemma":[0.996678,0.0007878429,0.0007267646,0.0005378574,0.00002948265,0.0000332498,0.00001107879,0.000007473765,0.00118826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02070623,"threshold_uncertainty_score":0.04492933,"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."}}