{"id":"W4389447726","doi":"10.7759/cureus.50083","title":"Empowering Non-healthcare Students as Simulation Assistants in the Digital Era of Simulation-Based Healthcare Education: Bridging the Gap","year":2023,"lang":"en","type":"editorial","venue":"Cureus","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ontario Institute of Technology","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Health care; Transformative learning; Workforce; Bridging (networking); Economic shortage; Paradigm shift; Medical education; Medicine; Engineering ethics; Knowledge management; Public relations; Computer science; Psychology; Engineering; Political science; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.006415853,0.001469176,0.001543558,0.00184768,0.003186234,0.007884782,0.002479956,0.01570727,0.005710202],"category_scores_gemma":[0.03060168,0.0006559198,0.001564866,0.0007668125,0.002844869,0.004948441,0.0022451,0.01816973,0.004076678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002167783,"about_ca_system_score_gemma":0.004194509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000904932,"about_ca_topic_score_gemma":0.003268465,"domain_scores_codex":[0.9956465,0.001302489,0.0005892024,0.0004192747,0.001792999,0.0002494669],"domain_scores_gemma":[0.9648964,0.0239478,0.001124028,0.000521561,0.006476071,0.003034101],"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":[0.00003856764,0.00002944634,0.00007710722,0.0006409314,0.00001624148,0.0002050015,0.0001847383,0.00006033025,0.0001086739,0.001571283,0.9753015,0.02176624],"study_design_scores_gemma":[0.00002616644,0.00002570626,0.0001419983,0.0009314826,0.00002374592,0.0002981306,0.0001628284,0.0001457566,0.00007837002,0.001740459,0.9964065,0.00001890711],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001012445,0.007458758,0.0002990275,0.05739858,0.9330792,0.0000189442,0.00001205491,0.00004260677,0.001589554],"genre_scores_gemma":[0.0009424717,0.01234955,0.0002886864,0.04067503,0.9407953,0.00003208137,0.00001254189,0.00004687064,0.004857501],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01570727,"threshold_uncertainty_score":0.03393072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05034899547023357,"score_gpt":0.4804002624272223,"score_spread":0.4300512669569888,"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."}}