{"id":"W4410878721","doi":"10.1016/j.iatssr.2025.05.001","title":"Distractions or long waits? Impacts on risky crossing behaviour","year":2025,"lang":"en","type":"article","venue":"IATSS Research","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique; Polytechnique Montréal","funders":"Mitacs","keywords":"Poison control; Transport engineering; Human factors and ergonomics; Injury prevention; Occupational safety and health; Forensic engineering; Suicide prevention; Engineering; Computer security; Aeronautics; Psychology; Computer science; Medical emergency; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004336366,0.0001137199,0.000121863,0.0002508821,0.0005912828,0.0002387269,0.0002021767,0.0001190498,0.0001933256],"category_scores_gemma":[0.0001291243,0.00009094195,0.00005703602,0.0006209374,0.0001220565,0.0001172711,0.00005412567,0.0008027946,0.0002522459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002461329,"about_ca_system_score_gemma":0.0001716277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001431101,"about_ca_topic_score_gemma":0.000353968,"domain_scores_codex":[0.9986806,0.00005932731,0.0001704003,0.0001922386,0.0003547908,0.0005426735],"domain_scores_gemma":[0.9992244,0.0002565273,0.000008713377,0.0003010809,0.00007953604,0.000129798],"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":[0.001066969,0.001522622,0.1730107,0.001275347,0.0005624763,0.001157805,0.003637157,0.1362567,0.007311131,0.007096851,0.2569786,0.4101236],"study_design_scores_gemma":[0.0005069064,0.00007524852,0.9756265,0.0002279043,0.00001290982,0.000009528521,0.0003550256,0.004949592,0.003378565,0.00007675104,0.01458749,0.0001935943],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9680162,0.0003265168,0.001472531,0.0004442657,0.0004990598,0.0002290451,0.00003480976,0.000383898,0.02859368],"genre_scores_gemma":[0.9931778,0.0001117035,0.0000934196,0.0000115643,0.0001065675,0.00002127407,0.000009407564,0.00002390185,0.006444308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8026158,"threshold_uncertainty_score":0.4547729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06677950178119571,"score_gpt":0.4140841540966173,"score_spread":0.3473046523154215,"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."}}