{"id":"W598195360","doi":"","title":"PROCEEDINGS ON THE THIRD WORKSHOP ON HIGHWAY-RAILWAY GRADE CROSSING RESEARCH (CD-ROM)","year":2001,"lang":"en","type":"article","venue":"","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Level crossing; Transport engineering; Engineering; Aeronautics","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":[0.0005320643,0.0001594891,0.000147698,0.0002142333,0.0004668889,0.0003197,0.0002378391,0.0001007491,0.0004744271],"category_scores_gemma":[0.00006669822,0.0001041857,0.0001035006,0.001095694,0.0001062137,0.0002133626,0.000007814706,0.0005701142,0.000348261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007188094,"about_ca_system_score_gemma":0.0000167351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003528127,"about_ca_topic_score_gemma":0.0001543079,"domain_scores_codex":[0.9985822,0.00001814465,0.0002254141,0.0001955605,0.0005366095,0.0004420193],"domain_scores_gemma":[0.9992828,0.0002952862,0.00001961629,0.0002063425,0.00008928452,0.0001066137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0008302528,0.000896175,0.02416587,0.0002855556,0.001264016,0.0001220706,0.03726796,0.1485083,0.1035026,0.3054322,0.325699,0.05202596],"study_design_scores_gemma":[0.001660539,0.0003378422,0.5786943,0.000721962,0.0001207734,0.00001633993,0.009598921,0.02472783,0.02986669,0.005473305,0.3473192,0.001462289],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8732176,0.00005055664,0.0004133746,0.004741762,0.00009364611,0.0001535015,0.000002779009,0.0004377132,0.1208891],"genre_scores_gemma":[0.9955557,0.0001555897,0.00008094563,0.0003377101,0.0001406773,0.0000179428,0.000005377841,0.00003258526,0.003673499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5545284,"threshold_uncertainty_score":0.5194644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07420131948160608,"score_gpt":0.3196782959910823,"score_spread":0.2454769765094763,"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."}}