{"id":"W4399697547","doi":"10.2196/47127","title":"Using the Kirkpatrick Model to Evaluate the Effect of a Primary Trauma Care Course on Health Care Workers’ Knowledge, Attitude, and Practice in Two Vietnamese Local Hospitals: Prospective Intervention Study","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Vietnamese; Intervention (counseling); Trauma care; Health care; Medicine; Primary care; Psychology; Medical education; Nursing; Family medicine; Medical emergency; Computer science; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01106885,0.0008952185,0.001209478,0.0009937331,0.001107147,0.001312751,0.001723337,0.001089723,0.002986994],"category_scores_gemma":[0.01657273,0.0006597297,0.001969014,0.0009557114,0.001341508,0.001398092,0.00181401,0.001734949,0.0002143665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005762645,"about_ca_system_score_gemma":0.005926379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02080637,"about_ca_topic_score_gemma":0.01662519,"domain_scores_codex":[0.991967,0.005308989,0.0003841377,0.0006358819,0.0007922876,0.0009117122],"domain_scores_gemma":[0.986973,0.006866399,0.002427726,0.0006090356,0.001292836,0.001831032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0134636,0.1162296,0.7760032,0.001025319,0.001232877,0.0005497805,0.02131807,0.004451133,0.001409039,0.0008769751,0.001010946,0.06242945],"study_design_scores_gemma":[0.004110521,0.101005,0.8377319,0.0003297375,0.0008451,0.00008759624,0.02855257,0.02400253,0.001386332,0.0005082711,0.001318381,0.0001221312],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990205,0.00002487294,0.0001801243,0.00004477291,0.000007599097,0.0005189689,0.00003143821,0.000002015751,0.0001698252],"genre_scores_gemma":[0.9964738,0.00004952809,0.001195913,0.00004983212,0.000006084694,0.001893618,0.00007042691,0.000001543918,0.0002593193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02080637,"threshold_uncertainty_score":0.05853838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02742837418580593,"score_gpt":0.4789874692641831,"score_spread":0.4515590950783771,"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."}}