{"id":"W4308796730","doi":"10.5772/intechopen.108330","title":"Improving Medical Simulation Using Virtual Reality Augmented by Haptic Proxy","year":2022,"lang":"en","type":"book-chapter","venue":"IntechOpen eBooks","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Haptic technology; Virtual reality; Computer science; Proxy (statistics); Immersion (mathematics); Human–computer interaction; Perception; Simulation; Artificial intelligence; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009563586,0.000437594,0.0004728938,0.0002151858,0.0003991286,0.0003292697,0.001912654,0.0004323085,0.000651231],"category_scores_gemma":[0.0002274408,0.0004457705,0.0001791527,0.00006427079,0.0001712517,0.0003569759,0.001666458,0.001043388,0.00006626252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006451209,"about_ca_system_score_gemma":0.0007085876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006292905,"about_ca_topic_score_gemma":0.00003574434,"domain_scores_codex":[0.996458,0.0000818941,0.0007860264,0.0009214393,0.001340444,0.000412223],"domain_scores_gemma":[0.9973798,0.0002230997,0.0005515803,0.001329646,0.000166197,0.0003496447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004000012,0.00007949818,8.106049e-7,0.00005089014,0.0001408737,0.00004408633,0.0003944667,0.0008407686,0.002150503,0.4431846,0.002104427,0.550969],"study_design_scores_gemma":[0.0003965918,0.0002654221,7.445468e-7,0.0001770595,0.00004449945,0.00003691549,0.00001648181,0.6105029,0.0003452188,0.009515674,0.3780788,0.0006196738],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00008274538,0.00004976409,0.7158127,0.0003619372,0.000268145,0.00105397,0.00009432516,0.000320072,0.2819563],"genre_scores_gemma":[0.5754776,0.00003939785,0.005525016,0.003357075,0.000502204,0.0002995684,0.0003299295,0.0003058044,0.4141634],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7102877,"threshold_uncertainty_score":0.9997994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04480178904647416,"score_gpt":0.3102610897862026,"score_spread":0.2654593007397285,"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."}}