{"id":"W2777152170","doi":"10.1016/j.jsr.2017.12.018","title":"Pedestrian crossing behaviors at uncontrolled multi-lane mid-block crosswalks in developing world","year":2017,"lang":"en","type":"article","venue":"Journal of Safety Research","topic":"Traffic and Road Safety","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Pedestrian; Block (permutation group theory); Transport engineering; Poison control; Computer science; Pedestrian crossing; Human factors and ergonomics; Computer security; Engineering; Medical emergency; Medicine; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003085512,0.0002094218,0.0005340175,0.0005967455,0.001435138,0.0004787934,0.0008240571,0.0001640815,0.00006788863],"category_scores_gemma":[0.0003510298,0.0001786768,0.0001712691,0.0003163489,0.0003512494,0.0004095763,0.0002212577,0.001375985,0.0000436429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000997211,"about_ca_system_score_gemma":0.0004108937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001310847,"about_ca_topic_score_gemma":0.003593301,"domain_scores_codex":[0.997144,0.0001379668,0.000929129,0.0001940948,0.0007955002,0.0007992975],"domain_scores_gemma":[0.9984692,0.0002867077,0.0002214086,0.000429859,0.0003337298,0.0002591105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005645318,0.000744912,0.7698274,0.0005703107,0.0005042311,0.004476169,0.00562485,0.09782288,0.02324782,0.0002935699,0.004348512,0.08689399],"study_design_scores_gemma":[0.009075726,0.0001024215,0.96311,0.0006693606,0.00001841497,0.0001750473,0.0002146733,0.003500042,0.001824174,0.00003596311,0.02091902,0.0003551916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936975,0.001055931,0.0004678346,0.00137379,0.0007993785,0.000263634,0.000009635733,0.00004139865,0.002290909],"genre_scores_gemma":[0.9939606,0.0004865172,0.00302272,0.00000886968,0.000317849,0.000004169343,0.000001694491,0.00004783722,0.002149765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1932825,"threshold_uncertainty_score":0.9998649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09101669819606216,"score_gpt":0.3862418114816442,"score_spread":0.295225113285582,"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."}}