{"id":"W2737797612","doi":"10.29333/iejme/632","title":"A review of methods for highway-railway crossings safety management process","year":2017,"lang":"en","type":"review","venue":"International Electronic Journal of Mathematics Education","topic":"Traffic and Road Safety","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Process (computing); Computer science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002470606,0.001414551,0.001548527,0.006492362,0.0006602433,0.001945927,0.001931508,0.001778887,0.008896841],"category_scores_gemma":[0.006129508,0.0006156082,0.001335597,0.005305394,0.0009127394,0.003045261,0.001133686,0.001578999,0.003306017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001194912,"about_ca_system_score_gemma":0.004489341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003782243,"about_ca_topic_score_gemma":0.004522643,"domain_scores_codex":[0.9979247,0.0005219534,0.000402661,0.000299219,0.0007742707,0.00007715644],"domain_scores_gemma":[0.995618,0.002910354,0.0004344978,0.0001404761,0.0008146158,0.0000820754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004170153,0.0001023945,0.0003685719,0.05074489,0.0001015326,0.0001293577,0.0002742818,0.0005101123,0.0006299671,0.00708507,0.01473124,0.9252808],"study_design_scores_gemma":[0.00001053387,0.0001354403,0.002010164,0.02905832,0.0002393372,0.000951572,0.0003223559,0.0002359975,0.0007146338,0.003873063,0.9623942,0.00005443949],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002056953,0.9947856,0.001490646,0.0003850819,0.000307992,0.00003633009,0.00005805881,0.0000192634,0.002711345],"genre_scores_gemma":[0.001754148,0.9938868,0.002910754,0.0001982055,0.0001824615,0.00005090203,0.00007051731,0.000009161959,0.0009371112],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008896841,"threshold_uncertainty_score":0.02976286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04576026047425705,"score_gpt":0.4452734944168644,"score_spread":0.3995132339426074,"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."}}