{"id":"W4403294864","doi":"10.3928/01484834-20240531-01","title":"The Role of Virtual Simulation in De-Escalating a Patient Demonstrating Escalating Behavior","year":2024,"lang":"en","type":"article","venue":"Journal of Nursing Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Competence (human resources); Perception; Psychology; Intervention (counseling); Medical education; Instructional simulation; Virtual patient; Nursing; Medicine; Social psychology; Pedagogy; Educational technology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002266582,0.0002839516,0.0001453518,0.0002272883,0.000272949,0.0006584703,0.0005812667,0.0003486603,0.001901023],"category_scores_gemma":[0.01421305,0.0001020366,0.000227442,0.00008803564,0.0004782492,0.000456055,0.001095574,0.0004357662,0.0001641632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002392056,"about_ca_system_score_gemma":0.0008060551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005668274,"about_ca_topic_score_gemma":0.0007938335,"domain_scores_codex":[0.9981806,0.001458159,0.00005134308,0.00004615977,0.0001346564,0.000129093],"domain_scores_gemma":[0.9940789,0.004058271,0.0004989666,0.0002171918,0.0001755844,0.0009710481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006512551,0.02347476,0.1376355,0.0009516904,0.0002275259,0.0005136389,0.009273144,0.01402725,0.01456534,0.001508207,0.002630156,0.7886801],"study_design_scores_gemma":[0.002720285,0.2006226,0.5754361,0.002516947,0.0008971671,0.005446607,0.02464909,0.1008745,0.04796369,0.006934262,0.03137884,0.0005599895],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926854,0.0002896422,0.002970562,0.0004108723,0.00003182458,0.0001589023,0.00001568611,0.00006790131,0.003369198],"genre_scores_gemma":[0.9970583,0.0001452024,0.002519046,0.00004396917,0.000008968612,0.00006955106,0.00001151415,0.000002155047,0.000141279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002266582,"threshold_uncertainty_score":0.01198697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02555448162284462,"score_gpt":0.4122452996495482,"score_spread":0.3866908180267036,"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."}}