{"id":"W2340481342","doi":"","title":"Road safety barriers: international experiences and new directions for Australia","year":2015,"lang":"en","type":"article","venue":"Australasian Road Safety Conference, 1st, 2015, Gold Coast, Queensland, Australia","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"SAFER; Incentive; Crash; Transport engineering; Business; Engineering; Computer security; Computer science; Economics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004867796,0.0008340027,0.0008943307,0.0004401542,0.000245329,0.0003571471,0.0006769078,0.000523246,0.002695321],"category_scores_gemma":[0.0001135548,0.0008333142,0.0003648644,0.0006043703,0.0003147889,0.001270221,0.00005362985,0.0005667901,0.0001960762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000220944,"about_ca_system_score_gemma":0.0003348974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003343799,"about_ca_topic_score_gemma":0.003316905,"domain_scores_codex":[0.9960112,0.0000980012,0.001304144,0.000823898,0.0006908028,0.001071982],"domain_scores_gemma":[0.9969814,0.0000725701,0.0002686795,0.0005903766,0.0004121599,0.001674744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004210816,0.0005211076,0.09491593,0.0006138983,0.006464034,0.0002302589,0.09587155,0.04615247,0.00274432,0.03062555,0.6485773,0.06907278],"study_design_scores_gemma":[0.01117748,0.0007966976,0.298196,0.0004258609,0.001157106,0.0002450104,0.03971284,0.01340984,0.0020648,0.001418183,0.6274022,0.003993929],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8388686,0.0006425487,0.09532591,0.01384249,0.01281126,0.004289782,0.005216727,0.002828147,0.0261745],"genre_scores_gemma":[0.9548438,0.0002571291,0.0019004,0.00005410484,0.000640346,0.0001219307,0.0007696492,0.00007519022,0.04133748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2032801,"threshold_uncertainty_score":0.9994118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05800458318956039,"score_gpt":0.3061514130750317,"score_spread":0.2481468298854713,"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."}}