{"id":"W2556389231","doi":"","title":"COMPARISON OF DRIVER YIELDING FOR RECTANGULAR RAPID-FLASHING BEACONS USED ABOVE AND BELOW PEDESTRIAN CROSSING SIGNS","year":2015,"lang":"en","type":"article","venue":"","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Beacon; Flashing; Pedestrian; Pedestrian crossing; Transport engineering; Schema crosswalk; Interim; Engineering; Computer science; Simulation; Telecommunications; Geography","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":[0.002216765,0.0003556681,0.0002939902,0.00130744,0.0003863228,0.0007295134,0.0004404329,0.0004132306,0.003295339],"category_scores_gemma":[0.01217015,0.0001848972,0.0006699325,0.0005920595,0.0002682768,0.0008932405,0.0005466205,0.0002758379,0.0007783437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005113427,"about_ca_system_score_gemma":0.0002859042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004130716,"about_ca_topic_score_gemma":0.007131089,"domain_scores_codex":[0.9979614,0.0005514512,0.0002523334,0.0002096027,0.0008352405,0.0001899156],"domain_scores_gemma":[0.989219,0.005538127,0.001589059,0.000404324,0.002881856,0.0003676124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01146559,0.001033227,0.8172356,0.0009441872,0.0005166134,0.00063762,0.004512663,0.003279344,0.01683433,0.0008351946,0.002890194,0.1398154],"study_design_scores_gemma":[0.00005206203,0.006209349,0.9733987,0.00006773218,0.0003185314,0.0005053225,0.004231786,0.00219467,0.009671323,0.0001866575,0.003093784,0.00006995464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950756,0.0002435954,0.0004914403,0.00002650905,0.00002054626,0.00005268728,0.00035646,0.00002827407,0.003704774],"genre_scores_gemma":[0.9972724,0.0002855578,0.0004530493,0.00002228707,0.000007219119,0.00003446836,0.000655102,0.00001107796,0.001258729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004130716,"threshold_uncertainty_score":0.01172352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0638249533678176,"score_gpt":0.3038637702624387,"score_spread":0.2400388168946211,"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."}}