{"id":"W4406203433","doi":"10.61091/jcmcc123-39","title":"A Computer Vision-Based Multidimensional Data Modelling Study of the Psychological Responses of Metro Car Colour Lighting Design on Passengers","year":2024,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Color perception and design","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Computer vision; Human–computer interaction; Transport engineering; Psychology; Engineering","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":[0.004350807,0.0003049569,0.0008717736,0.000343983,0.000220635,0.00009940549,0.0007627673,0.0002056767,0.00003551235],"category_scores_gemma":[0.0003770147,0.000206583,0.0002267243,0.0005301268,0.0001346499,0.00009861142,0.0002998374,0.0007149656,0.000003036382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006522528,"about_ca_system_score_gemma":0.0001554872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000167963,"about_ca_topic_score_gemma":4.226426e-7,"domain_scores_codex":[0.995635,0.001102635,0.001582306,0.0004221719,0.0009799007,0.0002779368],"domain_scores_gemma":[0.992018,0.005673803,0.001040171,0.0006834966,0.0004588635,0.0001256048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01935323,0.04933994,0.001764591,0.001325903,0.003357109,0.0008419541,0.0410036,0.07985665,0.01302369,0.7632119,0.01189179,0.01502963],"study_design_scores_gemma":[0.01289041,0.01822004,0.001365713,0.001975571,0.0005914406,0.0001253254,0.004037349,0.9233269,0.0005637259,0.03606268,0.0002679259,0.0005728973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9462026,0.0001540923,0.03741814,0.0001201538,0.01540575,0.0005759172,0.000007177616,0.00003193551,0.00008424627],"genre_scores_gemma":[0.9900236,0.000003563672,0.009215565,0.00003065223,0.0006819606,0.000002673678,0.000001018909,0.00003583577,0.000005165443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8434703,"threshold_uncertainty_score":0.8424209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09701650613294986,"score_gpt":0.37098615440378,"score_spread":0.2739696482708301,"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."}}