{"id":"W2789158524","doi":"10.1139/cjce-2017-0524","title":"Factors associated with compliance rate at pedestrian crosswalks with Rectangular Rapid Flashing Beacon","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Traffic and Road Safety","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Pedestrian; Beacon; Transport engineering; Flashing; Traffic volume; Speed limit; Ordinary least squares; Statistics; Environmental science; Engineering; Mathematics; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009732696,0.0002061239,0.0002516317,0.000538068,0.0003310081,0.0005489147,0.0003552235,0.0003931168,0.00230976],"category_scores_gemma":[0.008367957,0.0001675351,0.0004709537,0.0007255905,0.000296969,0.0002953725,0.0003273436,0.0005975651,0.0004495956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003608686,"about_ca_system_score_gemma":0.0006082385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01514421,"about_ca_topic_score_gemma":0.0148136,"domain_scores_codex":[0.9988514,0.0003475948,0.0001579424,0.000162033,0.0003490355,0.0001320389],"domain_scores_gemma":[0.9939323,0.001501692,0.002685226,0.0004007637,0.001077311,0.0004026581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009827393,0.00013977,0.9935834,0.00002070702,0.00002558997,0.0001118997,0.000364119,0.0003225417,0.0006033414,0.00003190472,0.00008995231,0.004608573],"study_design_scores_gemma":[0.000001865359,0.000224024,0.9976888,0.000008344745,0.00001369905,0.0001337693,0.0007915869,0.0006141067,0.0002481477,0.00002128852,0.0002478634,0.000006514556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989999,0.00004883672,0.0003747551,0.00002394651,0.000004360618,0.00001176595,0.00005785815,0.000008072308,0.0004703671],"genre_scores_gemma":[0.999084,0.00004401399,0.0002752446,0.000008508466,0.000002721083,0.000008547097,0.0001301281,0.000003692827,0.0004430607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01514421,"threshold_uncertainty_score":0.03011209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02259842821189802,"score_gpt":0.1898461848648547,"score_spread":0.1672477566529567,"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."}}