{"id":"W110905244","doi":"","title":"Performance Evaluation of Subway Signage:Part I - Methodology","year":2011,"lang":"en","type":"article","venue":"Transportation Research Board 90th Annual MeetingTransportation Research Board","topic":"Safety Warnings and Signage","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Signage; Visibility; Transport engineering; Computer science; Service (business); Architectural engineering; Operations research; Engineering; Geography; Advertising; Business; Marketing","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.04049741,0.000509001,0.0008513611,0.002157093,0.000815254,0.00004854864,0.001157865,0.0006239224,0.01602204],"category_scores_gemma":[0.001318073,0.000518064,0.0003499473,0.003254098,0.001621308,0.0007764864,0.00002332122,0.002187614,0.0005436245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002083697,"about_ca_system_score_gemma":0.0009368062,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01326064,"about_ca_topic_score_gemma":0.00391183,"domain_scores_codex":[0.9794862,0.007694742,0.002125771,0.001578441,0.006820837,0.00229406],"domain_scores_gemma":[0.9858347,0.00227442,0.0005328005,0.001109401,0.009457979,0.000790677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01419362,0.003409901,0.4435405,0.001304122,0.001218289,0.0004070415,0.3061192,0.001899522,0.02202675,0.08954922,0.02138669,0.09494519],"study_design_scores_gemma":[0.003315442,0.001902874,0.9426071,0.0002426303,0.0001834473,0.000001337157,0.03050965,0.0003797435,0.008834055,0.00283157,0.00859939,0.0005927747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9497911,0.0004891042,0.0008047344,0.0002842678,0.0006242832,0.002590757,0.0002925289,0.0002041939,0.04491901],"genre_scores_gemma":[0.9918718,0.0002348175,0.003571116,0.00005997315,0.0002382733,0.001211835,0.0004174279,0.0001341412,0.002260649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4990666,"threshold_uncertainty_score":0.9997271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3693076562653982,"score_gpt":0.4722770619665865,"score_spread":0.1029694057011882,"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."}}