{"id":"W4412050657","doi":"10.56198/xbz24w83","title":"Virtual Reality Training Simulators as a Learning Method for Medical Equipment: The IV Infusion Pump","year":2025,"lang":"en","type":"article","venue":"","topic":"Engineering Technology and Methodologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Virtual reality; Computer science; Training (meteorology); Human–computer interaction; Multimedia; Medical equipment; Simulation; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.002476522,0.0001503379,0.0002251564,0.0001169448,0.0001532514,0.00001665232,0.0003095677,0.0003360079,0.00006581753],"category_scores_gemma":[0.004308778,0.00010752,0.000082361,0.0002419039,0.00006354348,0.00004808181,0.0001236885,0.0005519079,0.000004852461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003977232,"about_ca_system_score_gemma":0.00004063417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001956356,"about_ca_topic_score_gemma":0.00001040429,"domain_scores_codex":[0.9990259,0.0001093507,0.0002475465,0.0001766605,0.0001365774,0.0003039347],"domain_scores_gemma":[0.997553,0.002138184,0.00001854902,0.0002220477,0.00002288003,0.00004535361],"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":[0.00002645692,0.000009710352,0.00004564285,0.00007610104,0.0001511077,0.000003439269,0.0008370475,0.4295896,0.002783252,0.1494692,0.0007192599,0.4162892],"study_design_scores_gemma":[0.0005229141,0.00009209433,0.0001918128,0.00008526451,0.00004042321,0.000007107095,0.001446183,0.9091458,0.01068569,0.01388874,0.06369499,0.0001989785],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03120279,0.000131538,0.9582129,0.001385359,0.0004936718,0.0002041801,9.308158e-7,0.001834174,0.00653447],"genre_scores_gemma":[0.93403,0.00009387336,0.06424148,0.0002978139,0.00006026258,0.00009836143,0.000006403069,0.0000246617,0.001147175],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9028272,"threshold_uncertainty_score":0.5158321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04442576619123344,"score_gpt":0.3527464644197357,"score_spread":0.3083206982285023,"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."}}