{"id":"W2918463687","doi":"10.1016/j.aap.2019.02.022","title":"Texting while walking: An expensive switch cost","year":2019,"lang":"en","type":"article","venue":"Accident Analysis & Prevention","topic":"Gaze Tracking and Assistive Technology","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; HEC Montréal","funders":"","keywords":"Poison control; Human factors and ergonomics; Injury prevention; Transport engineering; Occupational safety and health; Engineering; Computer science; Suicide prevention; Physical medicine and rehabilitation; Computer security; Forensic engineering; Simulation; Medical emergency; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0005515208,0.0001628943,0.000316306,0.0005220966,0.0001344279,0.0002252359,0.0008653399,0.0001012597,0.0002748194],"category_scores_gemma":[0.00004184177,0.0001598467,0.0002780181,0.001455519,0.0000170108,0.0009170358,0.0002516469,0.0001707232,0.0003590454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007358545,"about_ca_system_score_gemma":0.00002714807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007541507,"about_ca_topic_score_gemma":0.0005101053,"domain_scores_codex":[0.998245,0.0001418559,0.0003466827,0.0006412808,0.0003156186,0.0003095681],"domain_scores_gemma":[0.9984925,0.00005428286,0.000297079,0.0009135895,0.0001746373,0.00006792966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005327972,0.0001763914,0.8033038,0.000001802319,0.0005288506,0.00001138074,0.0005236042,0.0006550913,0.004920952,0.009463145,0.0001601636,0.1802495],"study_design_scores_gemma":[0.0005652821,0.0002057373,0.925428,0.00004708581,0.0005722009,0.00001087707,0.0006356055,0.05698681,0.007154364,0.006936341,0.0009510706,0.0005066302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7551224,0.00005496136,0.2431512,0.0002188094,0.0001433231,0.0001870472,5.186464e-8,0.0002712206,0.0008510415],"genre_scores_gemma":[0.9925408,0.000008954717,0.006348117,0.00007597409,0.00003851666,0.00002425535,0.00003218611,0.000009205765,0.0009219949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2374184,"threshold_uncertainty_score":0.6518361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02122997236066041,"score_gpt":0.2935343457409218,"score_spread":0.2723043733802614,"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."}}