{"id":"W3082963460","doi":"10.1016/j.iatssr.2020.08.002","title":"Car drivers' road safety performance: A benchmark across 32 countries","year":2020,"lang":"en","type":"article","venue":"IATSS Research","topic":"Traffic and Road Safety","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Traffic Injury Research Foundation","funders":"National Technical University of Athens","keywords":"Transport engineering; Mobile phone; Occupational safety and health; Poison control; Human factors and ergonomics; Phone; Risk perception; Road traffic safety; Injury prevention; Perception; Applied psychology; Computer security; Business; Road traffic; Engineering; Environmental health; Computer science; Psychology; Medicine; Telecommunications","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005683792,0.0001579421,0.000208569,0.00005573695,0.0004290408,0.00007580432,0.0004074395,0.0001433095,0.0004428466],"category_scores_gemma":[0.00005021241,0.0001458047,0.00006733132,0.0005131683,0.000209212,0.0002054002,0.0001730749,0.0007410111,0.001038606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00015395,"about_ca_system_score_gemma":0.00008941902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003249343,"about_ca_topic_score_gemma":0.00002227009,"domain_scores_codex":[0.9979126,0.00006402571,0.0002224372,0.0002654075,0.000718985,0.0008165792],"domain_scores_gemma":[0.999222,0.00009044151,0.00001124897,0.0002593498,0.0001442854,0.0002726923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001446438,0.0001668848,0.1120007,0.003514228,0.0007364008,0.0004533356,0.1072809,0.2611528,0.003907432,0.002703658,0.2479952,0.258642],"study_design_scores_gemma":[0.001408761,0.000238926,0.1805789,0.0000829429,0.00000979765,0.000009739108,0.003180071,0.1198854,0.002118861,0.00001291563,0.6919475,0.0005262247],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974677,0.0008105035,0.0002769042,0.001035515,0.0002884245,0.000296713,0.0001062054,0.0004483861,0.02206036],"genre_scores_gemma":[0.9972036,0.001755433,0.0001046816,0.00006498702,0.0003482337,0.00001746675,0.00002328185,0.0000359061,0.0004463395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4439523,"threshold_uncertainty_score":0.9997392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03864259283691728,"score_gpt":0.3117461768722021,"score_spread":0.2731035840352848,"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."}}