{"id":"W3141488474","doi":"","title":"Effectiveness of Road Safety Messages on Variable Message Signs","year":2010,"lang":"en","type":"article","venue":"Journal of Transportation Systems Engineering and Information Technology","topic":"Safety Warnings and Signage","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Sample (material); Road traffic safety; Focus (optics); Variety (cybernetics); Variable (mathematics); Test (biology); Engineering; Computer science; Road traffic; Computer security; Applied psychology; Psychology; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003310732,0.0007476592,0.0004035946,0.0006045045,0.000338271,0.0008772668,0.0004526516,0.0008031107,0.007866533],"category_scores_gemma":[0.03382634,0.0002941775,0.0003406321,0.0002136568,0.0004378408,0.001064746,0.0005771198,0.0008283427,0.0009082599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002920242,"about_ca_system_score_gemma":0.0004098059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008287738,"about_ca_topic_score_gemma":0.0009549627,"domain_scores_codex":[0.9974341,0.001520315,0.0001622434,0.0001962561,0.0005260492,0.0001612067],"domain_scores_gemma":[0.9656826,0.02821487,0.003097379,0.0009359345,0.001203516,0.0008656433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02260187,0.05193849,0.1122657,0.003870985,0.0005334544,0.0004006454,0.01809826,0.002812044,0.09373347,0.001668418,0.003605444,0.6884712],"study_design_scores_gemma":[0.003893159,0.09174846,0.8028298,0.001353875,0.002356997,0.0003100613,0.009304723,0.008620773,0.05868728,0.001190572,0.01951065,0.0001936624],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949032,0.0001279949,0.0002790682,0.000113501,0.00004269535,0.00008598942,0.00001971905,0.00004202504,0.004385728],"genre_scores_gemma":[0.9956157,0.000287841,0.001136232,0.0001269893,0.00006109523,0.00007272709,0.00007218618,0.00001869882,0.002608539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007866533,"threshold_uncertainty_score":0.02631617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003470112638263743,"score_gpt":0.2152244675288409,"score_spread":0.2117543548905772,"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."}}