{"id":"W7037290166","doi":"","title":"Driving simulator use and calibration for work zone merge sign evaluation","year":2018,"lang":"en","type":"dissertation","venue":"MOspace Institutional Repository (University of Missouri)","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Driving simulator; Merge (version control); Signage; Work zone; Crash; Driving simulation; Virtual reality","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001800308,0.0002152608,0.0002551751,0.0001001412,0.0005777497,0.0000351159,0.0001243833,0.0003571087,0.00003127946],"category_scores_gemma":[0.00005882265,0.0002756906,0.0001209779,0.0001423054,0.0001136276,0.0004351057,0.00001699365,0.0001498112,0.000003017249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002169616,"about_ca_system_score_gemma":0.0002069101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005370042,"about_ca_topic_score_gemma":0.0002450712,"domain_scores_codex":[0.9989462,0.00003745019,0.0001812128,0.0002895935,0.0003839433,0.0001615443],"domain_scores_gemma":[0.9991264,0.00009618529,0.0001491613,0.000173386,0.0003494091,0.0001054773],"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":[0.001190692,0.0002155076,0.005238998,0.001462766,0.001160083,0.00005261348,0.01046172,0.9363137,0.01062524,0.002324859,0.02076959,0.01018418],"study_design_scores_gemma":[0.003068375,0.0002052837,0.1689043,0.001544058,0.001396326,0.00002105761,0.004370658,0.7723083,0.003523354,0.0001593015,0.04307048,0.001428544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664016,0.0005935018,0.03025646,0.00002588353,0.0011018,0.0005229047,0.00003213963,0.0001430077,0.0009227298],"genre_scores_gemma":[0.9907272,0.00006704787,0.003663174,0.00000276011,0.0001902664,0.000002616568,0.0005619421,0.00002673114,0.004758226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1640055,"threshold_uncertainty_score":0.9999695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01340911307143945,"score_gpt":0.2037186863442401,"score_spread":0.1903095732728006,"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."}}