{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001054484,0.0002138578,0.0003928895,0.0005813054,0.00009863072,0.00008685495,0.00009367998,0.0003130618,0.000436614],"category_scores_gemma":[0.001054876,0.0002267702,0.0001278017,0.001315835,0.0001610645,0.0004743749,0.00001160551,0.0005939708,0.0000644789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008978058,"about_ca_system_score_gemma":0.001798266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002851626,"about_ca_topic_score_gemma":0.00001024294,"domain_scores_codex":[0.9966285,0.0002678806,0.00164797,0.0006710739,0.0004145918,0.0003700464],"domain_scores_gemma":[0.9945709,0.004374869,0.000155005,0.0003551118,0.0002645276,0.0002796445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001745352,0.0005641335,0.418948,0.0001100761,0.00000547357,0.000009857623,0.009744942,0.4465967,0.00000605384,0.0008343781,0.0001050814,0.1229007],"study_design_scores_gemma":[0.0007219365,0.0002570532,0.2341512,0.002910468,0.00002190887,0.000004713159,0.01404508,0.7451102,0.00001899778,0.001123544,0.001417969,0.0002169622],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855556,0.001126023,0.00302432,0.002519094,0.005687648,0.0007926634,0.000002119706,0.0001850078,0.001107454],"genre_scores_gemma":[0.996614,0.00001626476,0.0009737677,0.0006265307,0.001420321,0.0000897689,0.00007748335,0.00004138043,0.0001405095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2985134,"threshold_uncertainty_score":0.9247419,"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."}}