{"id":"W4362467896","doi":"10.3389/frvir.2023.891423","title":"Development and tolerability of a novel virtual- and proprioception-based car crash simulator as a new research tool in motor vehicle trauma research","year":2023,"lang":"en","type":"article","venue":"Frontiers in Virtual Reality","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Tolerability; Driving simulator; Simulator sickness; Simulation; Virtual reality; Motor vehicle crash; Crash; Physical medicine and rehabilitation; Collision; Adverse effect; Psychology; Poison control; Physical therapy; Medicine; Computer science; Injury prevention; Medical emergency; Human–computer interaction; Computer security","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":[0.008308202,0.0002068861,0.0004668357,0.0009159326,0.000252121,0.0001734231,0.0007157557,0.0002225576,0.000004483088],"category_scores_gemma":[0.002803366,0.0002057763,0.00004281698,0.003032055,0.0005328121,0.0004405465,0.0005607457,0.0006665447,0.000008774752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005411126,"about_ca_system_score_gemma":0.00167472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002876505,"about_ca_topic_score_gemma":0.000604203,"domain_scores_codex":[0.9956438,0.0005645919,0.0007854691,0.0009416464,0.001277015,0.0007875079],"domain_scores_gemma":[0.9974892,0.0008316841,0.00009468759,0.0009089735,0.0002917211,0.0003837851],"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":[0.0005550156,0.002045234,0.06547333,0.0003172235,0.00005251615,0.00002646556,0.02556153,0.005243515,0.01262259,0.04366217,0.006038701,0.8384017],"study_design_scores_gemma":[0.003290493,0.0009514961,0.4836246,0.0002458429,0.000003614161,0.00000200266,0.003613667,0.4879828,0.004600394,0.01038114,0.004844069,0.0004598446],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.942394,0.00004987975,0.05472555,0.001462284,0.00007904234,0.001080628,0.00002816525,0.00006410497,0.0001163539],"genre_scores_gemma":[0.9897539,0.00003938933,0.009727753,0.00007173708,0.00002817598,0.0001356587,0.00001192575,0.00001604344,0.0002154365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8379419,"threshold_uncertainty_score":0.8391312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1377067989131545,"score_gpt":0.3922170944582923,"score_spread":0.2545102955451377,"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."}}