{"id":"W4385708713","doi":"10.1371/journal.pone.0286622","title":"Are car safety systems associated with more speeding violations? Evidence from police records in Israel","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Traffic and Road Safety","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Israeli Smart Transportation Research Center; Azrieli Foundation; Israel Science Foundation","keywords":"Computer security; Computer science; Medical emergency; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001444236,0.0001864082,0.0003305001,0.003331833,0.0005142093,0.001234423,0.000913089,0.0006948145,0.001923067],"category_scores_gemma":[0.007754921,0.0004095825,0.0002964779,0.003285975,0.0007172532,0.0009085175,0.0007782717,0.0007695346,0.0002970397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007681429,"about_ca_system_score_gemma":0.0009207547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0328917,"about_ca_topic_score_gemma":0.0335408,"domain_scores_codex":[0.9983366,0.0004584768,0.0003010982,0.0002506077,0.0003690412,0.000284235],"domain_scores_gemma":[0.9896821,0.002526881,0.005622558,0.0004464329,0.001254067,0.0004678559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001399887,0.00002081037,0.9983733,0.00001162652,0.000014215,0.00004114285,0.0002263399,0.00001276285,0.00002791119,0.000021067,0.0001000417,0.00113664],"study_design_scores_gemma":[0.00000127873,0.00001585691,0.9983359,0.0000197031,0.000008109034,0.0001168578,0.001191006,0.0001084075,0.00002550304,0.00002136348,0.0001529062,0.0000030748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984002,0.0002029283,0.00005364352,0.0001335872,0.000004810828,0.000008039728,0.0003997833,0.000002420121,0.0007946331],"genre_scores_gemma":[0.9990188,0.0002514581,0.0000403503,0.00003683208,0.000008545168,0.000007200703,0.0005242571,0.000001934447,0.0001106884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0328917,"threshold_uncertainty_score":0.06540048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06848906552678778,"score_gpt":0.2341593569468041,"score_spread":0.1656702914200163,"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."}}