{"id":"W4395021027","doi":"10.1016/j.ecns.2024.101533","title":"Advancing Virtual Simulation in Education: Administrators' Experiences","year":2024,"lang":"en","type":"article","venue":"Clinical Simulation in Nursing","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; George Brown College; Selkirk College; University of Manitoba; Centennial College","funders":"","keywords":"Instructional simulation; Knowledge management; Medical education; Computer science; Psychology; Engineering ethics; Human–computer interaction; Process management; Business; Virtual reality; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01491386,0.000501724,0.0005178361,0.0008182688,0.01009495,0.007993898,0.001766794,0.002150678,0.003895881],"category_scores_gemma":[0.02184005,0.0006026587,0.0005891403,0.000857506,0.006746974,0.00338981,0.01193875,0.004803934,0.0007227093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004440636,"about_ca_system_score_gemma":0.007033279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003002929,"about_ca_topic_score_gemma":0.00577617,"domain_scores_codex":[0.9727237,0.02078942,0.0006620244,0.0004458397,0.00171672,0.003662285],"domain_scores_gemma":[0.9791849,0.008830734,0.001109623,0.0007224935,0.002124401,0.008027839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001350985,0.001081357,0.02658501,0.000244703,0.00002557467,0.002448399,0.9235829,0.0008990509,0.00106434,0.006261557,0.007529118,0.03014289],"study_design_scores_gemma":[0.00001930678,0.000527657,0.005358857,0.0002730107,0.00002093582,0.0009759469,0.9358193,0.0006955001,0.0009398667,0.0008666987,0.05442834,0.00007451173],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793375,0.0006070903,0.002464666,0.008006824,0.0002513675,0.00007348585,0.00002949514,0.00006671599,0.009162967],"genre_scores_gemma":[0.9946455,0.0006959996,0.0008294567,0.001248777,0.0000623901,0.00005403937,0.00001913629,0.00002179352,0.002423007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01491386,"threshold_uncertainty_score":0.07887304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05582960807025111,"score_gpt":0.534518277964296,"score_spread":0.4786886698940448,"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."}}