{"id":"W2136972694","doi":"10.1017/s1049023x13009217","title":"Development of an Evaluation Framework Suitable for Assessing Humanitarian Workforce Competencies During Crisis Simulation Exercises","year":2014,"lang":"en","type":"article","venue":"Prehospital and Disaster Medicine","topic":"Disaster Response and Management","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"World Health Organization","keywords":"Workforce; Certification; Professionalization; European union; Core competency; Process (computing); Humanitarian aid; Curriculum; Medical education; Political science; Business; Engineering management; Process management; Engineering; Medicine; Computer science; Marketing","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":[0.09321503,0.001246135,0.001139417,0.005597559,0.001734481,0.004334273,0.001778444,0.001201071,0.002746628],"category_scores_gemma":[0.09157811,0.0005253006,0.002422868,0.002031724,0.0015934,0.003461949,0.003325703,0.001579649,0.000630217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008719471,"about_ca_system_score_gemma":0.01292719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005756021,"about_ca_topic_score_gemma":0.008930697,"domain_scores_codex":[0.9283054,0.05118781,0.007932731,0.001495802,0.009771878,0.001306334],"domain_scores_gemma":[0.8990031,0.05763041,0.006025786,0.002827859,0.03222267,0.002290121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001240407,0.003833375,0.04870396,0.00635335,0.0004908062,0.0005770423,0.02113264,0.03036722,0.01160773,0.09963303,0.02116612,0.7548944],"study_design_scores_gemma":[0.001945536,0.009700959,0.1619633,0.02782259,0.001689805,0.001483509,0.05058667,0.3604996,0.04519771,0.1086629,0.2294498,0.0009975912],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08324156,0.0008792329,0.8370979,0.002902328,0.0002409836,0.0388466,0.00117837,0.001488717,0.03412433],"genre_scores_gemma":[0.1842277,0.0002241231,0.7992874,0.0001831624,0.00001454234,0.01421236,0.0007127486,0.00004957418,0.001088527],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09321503,"threshold_uncertainty_score":0.4929741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1032615162497038,"score_gpt":0.434937483727476,"score_spread":0.3316759674777722,"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."}}