{"id":"W59027735","doi":"","title":"Performance Evaluation of Signage System in Subway Stations","year":2011,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Safety Warnings and Signage","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Signage; Legibility; Visibility; Standardization; Computer science; Digital signage; Transport engineering; Set (abstract data type); Schematic; Service (business); Typeface; Engineering; Multimedia; Geography; Advertising","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":[0.0025783,0.0002767258,0.0004842018,0.002490342,0.0003464904,0.00003128994,0.0007164907,0.0004766368,0.0006113731],"category_scores_gemma":[0.00006729473,0.0003275935,0.0001721191,0.001623686,0.0001791126,0.0002511778,0.00006738581,0.001106533,0.0001361719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001056134,"about_ca_system_score_gemma":0.001144542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02909154,"about_ca_topic_score_gemma":0.0150471,"domain_scores_codex":[0.9950398,0.001817427,0.0005090375,0.0007164663,0.001247712,0.0006695398],"domain_scores_gemma":[0.9975942,0.0002739357,0.0004464359,0.000723412,0.0008053118,0.0001566772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0132567,0.00250692,0.663805,0.0043225,0.002394326,0.003998517,0.08074804,0.000713444,0.04179433,0.1500555,0.003791295,0.03261347],"study_design_scores_gemma":[0.001922065,0.0005965143,0.9468202,0.000600397,0.0002281184,0.00001331891,0.04004968,0.0008275265,0.006484967,0.0001238493,0.001873661,0.0004597302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5661051,0.0001494789,0.000004177238,0.00000443224,0.0007344774,0.0006269512,0.00001457334,0.00003657762,0.4323243],"genre_scores_gemma":[0.9248005,0.00004028534,0.000005814898,7.130267e-7,0.0001126529,0.00002468441,0.000157539,0.00004828851,0.07480948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3586955,"threshold_uncertainty_score":0.9999176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06187756555517759,"score_gpt":0.3297791727941755,"score_spread":0.2679016072389979,"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."}}