{"id":"W2366675303","doi":"","title":"Road Safety Guarantee Measures of Foreign Rural Roads","year":2010,"lang":"en","type":"article","venue":"Journal of Highway and Transportation Research and Development","topic":"Safety and Risk Management","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Enforcement; Transport engineering; Legislation; Audit; Business; Occupational safety and health; Service (business); Speed limit; Rural area; Operations management; Engineering; Marketing; Medicine; Accounting; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001580475,0.0001110341,0.0002216888,0.0004290731,0.000265819,0.00007898134,0.0001357006,0.00006065756,0.00008005327],"category_scores_gemma":[0.00003325754,0.00008083945,0.00004309383,0.0002383539,0.0001486652,0.0005589346,0.00001693927,0.0003177793,0.000005200233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008686937,"about_ca_system_score_gemma":0.00008081504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001564918,"about_ca_topic_score_gemma":0.0005493284,"domain_scores_codex":[0.9983912,0.00001214768,0.0005833203,0.0001147673,0.000676845,0.0002217557],"domain_scores_gemma":[0.9989811,0.00004874128,0.0002491061,0.00007574799,0.0006131096,0.00003223831],"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":[0.004233362,0.0007986907,0.2499468,0.001224851,0.0006368349,0.0001998792,0.003247718,0.0001541336,0.007027388,0.2870935,0.003222572,0.4422142],"study_design_scores_gemma":[0.001615837,0.00007691132,0.8763462,0.0001103785,0.00002767271,0.00000540096,0.001665197,0.00004923793,0.001076962,0.006051564,0.1128281,0.000146527],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959008,0.0003984816,0.000821699,0.0005368582,0.0001910388,0.0001705619,0.000002436544,0.000009725101,0.001968432],"genre_scores_gemma":[0.9977176,0.0006317787,0.001269785,0.00006646867,0.0001865207,0.000003812725,0.00001269108,0.000008462512,0.0001029327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6263994,"threshold_uncertainty_score":0.3296537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03966871698810701,"score_gpt":0.2757071727380768,"score_spread":0.2360384557499698,"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."}}