{"id":"W3107881557","doi":"10.17226/23055","title":"Protocols for Collecting and Using Traffic Data in Bridge Design","year":2009,"lang":"en","type":"book","venue":"Transportation Research Board eBooks","topic":"Transport Systems and Technology","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Computer science; Transport engineering; Engineering; Medicine","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"],"consensus_categories":[],"category_scores_codex":[0.001249848,0.0003276519,0.0005878761,0.0007815359,0.0001477885,0.00006723255,0.0004796887,0.0006064829,0.000007628934],"category_scores_gemma":[0.00001697103,0.0003726753,0.00005977676,0.0001422084,0.0001312567,0.0001023444,0.000006711804,0.0009129297,0.000002025103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002164375,"about_ca_system_score_gemma":0.0004525441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001532585,"about_ca_topic_score_gemma":0.004289759,"domain_scores_codex":[0.9975361,0.00005666274,0.0007082077,0.000618075,0.0004403774,0.0006405583],"domain_scores_gemma":[0.9988253,0.0002522433,0.00007332386,0.0006183256,0.0001227166,0.0001081307],"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":[0.003945307,0.000548546,0.002239481,0.05894164,0.002052195,0.002882767,0.01753923,0.1854375,0.01333121,0.02938476,0.1343794,0.549318],"study_design_scores_gemma":[0.0136332,0.001983616,0.01821074,0.01208095,0.0003583785,0.00003057803,0.0003255383,0.2109299,0.001789891,0.01605433,0.7202264,0.004376411],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.1195967,0.004124277,0.2636441,0.000244052,0.0007342884,0.4719983,0.005662371,0.006976146,0.1270198],"genre_scores_gemma":[0.5279787,0.0003529406,0.1011691,0.00008773268,0.001578613,0.07002512,0.005374121,0.002207158,0.2912266],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.585847,"threshold_uncertainty_score":0.9998725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2638946276199528,"score_gpt":0.395113206853162,"score_spread":0.1312185792332092,"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."}}