{"id":"W4200110019","doi":"10.36909/jer.12241","title":"Virtual Reality Simulator for Training on Surgery Ergonomics Skills","year":2021,"lang":"en","type":"article","venue":"Journal of Engineering Research","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"King Abdulaziz University","keywords":"Virtual reality; Human factors and ergonomics; Simulation; Table (database); Work (physics); Computer science; Training (meteorology); Human–computer interaction; Poison control; Engineering; Medicine; Mechanical engineering; Medical emergency","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":[0.002714757,0.00008199126,0.0003636284,0.0003024038,0.00005590155,0.00003418054,0.00005567744,0.0001095369,0.00008109355],"category_scores_gemma":[0.007268772,0.00007110507,0.0002443455,0.0003000473,0.0000219591,0.00006227922,0.00001764937,0.0007084661,0.000004077424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001360265,"about_ca_system_score_gemma":0.0003983495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.8974e-7,"about_ca_topic_score_gemma":2.951679e-7,"domain_scores_codex":[0.9985992,0.00005221486,0.0004272266,0.000120687,0.0004905292,0.0003101569],"domain_scores_gemma":[0.9936455,0.005244805,0.00006573818,0.0001346442,0.000639888,0.0002694117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002709882,0.0007734785,0.0024763,0.000288172,0.0005856651,0.001249396,0.001440026,0.8514326,0.007718881,0.005923554,0.002371949,0.1230301],"study_design_scores_gemma":[0.01697651,0.002829006,0.1018311,0.003195731,0.0001410679,0.0007835471,0.002337598,0.3835044,0.02108978,0.0004156511,0.4661725,0.0007231732],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930303,0.00009884982,0.00499748,0.000937548,0.0003783277,0.0000984705,0.000004817266,0.00001818315,0.0004360874],"genre_scores_gemma":[0.9981211,0.00004143353,0.0007274115,0.00009219912,0.0007313174,0.000002280372,0.000005849874,0.00002407536,0.0002543427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4679283,"threshold_uncertainty_score":0.8701924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1627636563202805,"score_gpt":0.4098825769909633,"score_spread":0.2471189206706828,"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."}}