{"id":"W2943449326","doi":"10.1109/iscas.2019.8702164","title":"Highway Facilities on the Joban Expressway to Contribute to the Reconstruction of the Tohoku Region","year":2019,"lang":"en","type":"article","venue":"","topic":"Transportation Systems and Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Variety (cybernetics); Transport engineering; Computer science; Construction engineering; Civil engineering; Engineering; Telecommunications; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001361906,0.00007903785,0.0001016067,0.00002063756,0.00005290132,0.00002041929,0.000171804,0.00003694528,0.00009369707],"category_scores_gemma":[0.00003172273,0.00003421796,0.00004427233,0.0001274193,0.00001933896,0.0000300473,0.000007817053,0.00007969736,0.00009392075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002043647,"about_ca_system_score_gemma":0.000007645152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001368526,"about_ca_topic_score_gemma":0.0002356448,"domain_scores_codex":[0.9994463,0.00003100411,0.0001900526,0.00008440002,0.0001411037,0.0001071101],"domain_scores_gemma":[0.9994024,0.0001165491,0.00002637054,0.0003641209,0.00006499596,0.00002557398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001067659,0.00002467397,0.01554851,0.0002290178,0.0001872109,0.000001208786,0.01547481,0.3870872,0.01821518,0.4176102,0.135738,0.009777199],"study_design_scores_gemma":[0.0005087719,0.0001542206,0.0679276,0.000275858,0.00002526447,0.00001183674,0.01134986,0.001895467,0.0537499,0.0005782663,0.8631452,0.000377752],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594911,0.00002728576,0.01706279,0.003704794,0.001701241,0.0008523028,0.00009415086,0.0001204296,0.01694593],"genre_scores_gemma":[0.9945236,0.000003882461,0.00004615206,0.0001891602,0.00005242591,0.00002669762,0.000001273857,0.000007524608,0.00514929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7274072,"threshold_uncertainty_score":0.1395368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01671815347466019,"score_gpt":0.1854136920960181,"score_spread":0.1686955386213579,"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."}}