{"id":"W4386761277","doi":"10.54531/bfqc7623","title":"VR-based simulation training for de-escalation of responsive behaviours in persons with dementia: efficacy and feasibility","year":2023,"lang":"en","type":"article","venue":"International Journal of Healthcare Simulation","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sheridan College; Public Health Ontario; University of Toronto; Michener Institute; University Health Network","funders":"","keywords":"Dementia; Psychology; Experiential learning; Applied psychology; Limiting; Medical education; Debriefing; Medicine; Social psychology; Pedagogy; Engineering","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":[0.003464189,0.0005008605,0.0007005809,0.0004929432,0.0002522507,0.0006707253,0.0007742174,0.0005692326,0.002908626],"category_scores_gemma":[0.008513541,0.0002550397,0.0009079882,0.0001950869,0.0003849767,0.0006370734,0.0008094901,0.0006270407,0.0003385081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004283477,"about_ca_system_score_gemma":0.001195477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001321104,"about_ca_topic_score_gemma":0.001462619,"domain_scores_codex":[0.9983852,0.0009777034,0.0001417648,0.0001095282,0.0002179975,0.0001678511],"domain_scores_gemma":[0.9971002,0.001943318,0.0002268163,0.000147343,0.0002627818,0.0003195858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04347145,0.1395629,0.04356199,0.00764834,0.000801941,0.0004170137,0.009037669,0.004370036,0.01528214,0.0005187232,0.001520644,0.7338071],"study_design_scores_gemma":[0.02372814,0.72403,0.1864584,0.004729941,0.00224011,0.001003503,0.00788484,0.01815947,0.01908691,0.0009513758,0.01139622,0.0003310634],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967526,0.0005234689,0.0006587544,0.0001092593,0.00003253912,0.001013905,0.00008285249,0.00002645444,0.0008001645],"genre_scores_gemma":[0.9911333,0.001021675,0.004459483,0.00006017491,0.00003695162,0.002746504,0.0001226127,0.000004435291,0.0004149883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003464189,"threshold_uncertainty_score":0.01832062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1550667845956357,"score_gpt":0.4994279042909736,"score_spread":0.3443611196953379,"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."}}