{"id":"W4407220345","doi":"10.3138/jvme-2024-0033","title":"Validation of a Questionnaire to Assess the Impact of Simulator-Based Learning on Student Satisfaction and Self-Confidence in Bovine Reproductive Veterinary Education","year":2025,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cronbach's alpha; Reliability (semiconductor); Psychology; Confirmatory factor analysis; Context (archaeology); Structural equation modeling; Likert scale; Medical education; Applied psychology; Clinical psychology; Psychometrics; Medicine; Statistics; Developmental psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.002829222,0.0001531464,0.0003621312,0.0005351756,0.0002295187,0.00001214436,0.0001574275,0.0001241791,0.00007239299],"category_scores_gemma":[0.005306929,0.0001127021,0.00008026932,0.0005523736,0.00007144034,0.0003597153,0.00007600363,0.0006807823,0.000003179296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005497466,"about_ca_system_score_gemma":0.005373456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005352974,"about_ca_topic_score_gemma":0.000006644006,"domain_scores_codex":[0.9966696,0.001377586,0.001065151,0.0002235251,0.0004956731,0.000168455],"domain_scores_gemma":[0.9965704,0.001019808,0.001097954,0.0002651669,0.0009220346,0.0001246097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003621899,0.004697972,0.900519,0.001034885,0.000230454,0.000007419728,0.02502142,0.002797846,0.009223848,0.0004217777,0.002640605,0.04978291],"study_design_scores_gemma":[0.0005693873,0.00487407,0.9793023,0.003079269,0.00005739776,0.00005140856,0.01061048,0.0001238335,0.0001132896,0.0001768276,0.0009529177,0.00008880367],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912158,0.0004201272,0.0003063869,0.005650481,0.001674742,0.000555654,0.000001058327,0.00001076304,0.0001650059],"genre_scores_gemma":[0.9985162,0.0002614565,0.0004067368,0.0003564181,0.0002896353,0.00008584331,0.000003675335,0.0000105558,0.00006948798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07878336,"threshold_uncertainty_score":0.9532279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1995355460911458,"score_gpt":0.5665587966773866,"score_spread":0.3670232505862408,"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."}}