{"id":"W3215889917","doi":"10.1016/j.jsr.2021.11.001","title":"Exploring the impacts of built environment on pedestrian injury severity involving distracted driving","year":2021,"lang":"en","type":"article","venue":"Journal of Safety Research","topic":"Traffic and Road Safety","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Nova Scotia Department of Energy and Mines; Nova Scotia Department of Energy","keywords":"Pedestrian; Poison control; Injury prevention; Occupational safety and health; Suicide prevention; Human factors and ergonomics; Distracted driving; Engineering; Medical emergency; Transport engineering; Aeronautics; Forensic engineering; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0007110768,0.0004932013,0.0002951625,0.0008782445,0.0007395983,0.001293164,0.0006254221,0.0004789684,0.002425858],"category_scores_gemma":[0.005131109,0.0002245232,0.001037338,0.0006547624,0.0004691963,0.0007081949,0.001808187,0.0006087556,0.0002641792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008689997,"about_ca_system_score_gemma":0.001508774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03007192,"about_ca_topic_score_gemma":0.07802388,"domain_scores_codex":[0.9991465,0.0002862052,0.00005956249,0.00009496352,0.0001685157,0.0002443189],"domain_scores_gemma":[0.9967037,0.00107331,0.0008126967,0.0001395876,0.0005689171,0.0007018442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001063498,0.0008677739,0.983685,0.00007272492,0.0002792541,0.0002526414,0.001654858,0.0008191493,0.0009614995,0.0001224982,0.0001063879,0.01011479],"study_design_scores_gemma":[0.000008424753,0.001069064,0.9930068,0.0000207353,0.0001275985,0.00008289557,0.004378268,0.0007456316,0.0002835852,0.0001027263,0.0001620036,0.00001220451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995441,0.00002322349,0.00006651632,0.00001346706,0.000001926013,0.00000705665,0.00007498241,0.000001765595,0.0002669274],"genre_scores_gemma":[0.9996315,0.00002919454,0.0001005749,0.000007014124,0.000001892354,0.000008415857,0.00006904449,0.000001037158,0.0001513778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03007192,"threshold_uncertainty_score":0.05979377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09978357321985044,"score_gpt":0.3130808033498148,"score_spread":0.2132972301299644,"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."}}