{"id":"W4392797467","doi":"10.3138/jvme-2023-0148","title":"Efficacy of an Antimicrobial Reality Simulator (AMRSim) as an Educational Tool for Teaching Antimicrobial Stewardship to Veterinary Medicine Undergraduates","year":2024,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Antimicrobial stewardship; Medical education; Intervention (counseling); Medicine; Control (management); Stewardship (theology); Psychology; Nursing; Computer science; Pedagogy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004824961,0.0003219335,0.0006897142,0.0005816802,0.0006611927,0.00004366027,0.000545256,0.0002827338,0.0007674223],"category_scores_gemma":[0.00763496,0.0002694482,0.0001948715,0.0003456903,0.0002314507,0.001273654,0.00013907,0.001055254,0.00004584513],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003811773,"about_ca_system_score_gemma":0.006691909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000244757,"about_ca_topic_score_gemma":0.000007208305,"domain_scores_codex":[0.9949687,0.001440421,0.001861554,0.0004690834,0.0007736551,0.0004866266],"domain_scores_gemma":[0.9941503,0.003090473,0.0007843296,0.0004429254,0.0008409679,0.0006910457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02234325,0.01573921,0.002316695,0.009785161,0.001182278,0.0001897444,0.1041062,0.0002217799,0.1777832,0.007593159,0.4762875,0.1824519],"study_design_scores_gemma":[0.008457081,0.04815841,0.06028849,0.01866664,0.001125197,0.005376734,0.03517847,0.001117788,0.00045853,0.005064822,0.8145192,0.001588697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9236693,0.000243086,0.0006698659,0.06447887,0.00974266,0.0007993216,0.00003028382,0.00004640046,0.0003201604],"genre_scores_gemma":[0.9831305,0.0001468606,0.004652023,0.003901934,0.00738239,0.0000697353,0.0001476506,0.00006116363,0.0005077703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3382317,"threshold_uncertainty_score":0.9999758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2872092472794509,"score_gpt":0.5634126612970235,"score_spread":0.2762034140175726,"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."}}