{"id":"W2520870002","doi":"10.1002/atr.1405","title":"The speed control effect of highway tunnel sidewall markings based on color and temporal frequency","year":2016,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Safety Warnings and Signage","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Luminance; Illusion; Driving simulator; Simulation; Perception; Stimulus (psychology); Engineering; Computer science; Computer vision; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008328186,0.0001267037,0.0002905891,0.00008515878,0.00006513065,0.00000726928,0.0001048589,0.00006754931,0.00007755103],"category_scores_gemma":[0.0001124956,0.00006448041,0.0001282158,0.00007890008,0.00008465895,0.0001319689,5.421632e-7,0.0001327704,0.000003062496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000319235,"about_ca_system_score_gemma":0.0000294526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001463926,"about_ca_topic_score_gemma":0.00002829643,"domain_scores_codex":[0.998754,0.0001392548,0.000541785,0.0001243465,0.0002849083,0.0001557083],"domain_scores_gemma":[0.9976186,0.001281455,0.0007446183,0.0001156546,0.0001755222,0.00006411129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.02916997,0.0002421339,0.2770795,0.0001038896,0.0004215032,0.0002867531,0.00250655,0.002093199,0.6107212,0.003763644,0.0004053484,0.07320624],"study_design_scores_gemma":[0.01114567,0.003018704,0.9795813,0.0002076856,0.0001307136,0.000008503173,0.0001242569,0.00002478828,0.00365775,0.0007574355,0.001226691,0.0001165258],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956352,0.0002490995,0.001892323,0.001133804,0.0004983853,0.0002316186,0.00002101443,0.00001029968,0.0003282981],"genre_scores_gemma":[0.9994311,0.0000293533,0.0002764035,0.00009417275,0.00006978223,0.000004676245,0.000002238761,0.0000157706,0.0000764547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7025018,"threshold_uncertainty_score":0.2629435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005869669826868242,"score_gpt":0.2533002315600008,"score_spread":0.2474305617331326,"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."}}