{"id":"W4389272955","doi":"10.3397/in_2023_0645","title":"Study of Simple Prediction Method for Road Traffic Vibration from viaducts","year":2023,"lang":"en","type":"article","venue":"NOISE-CON proceedings","topic":"Railway Engineering and Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Vibration; Pier; Structural engineering; Slab; Engineering; Point (geometry); Traffic flow (computer networking); Computer science; Acoustics; Mathematics; Geometry; Physics","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":[0.0002248849,0.0001636431,0.000225452,0.0001911354,0.00005392492,0.00003529014,0.000114766,0.0001068315,0.000004823489],"category_scores_gemma":[0.00007646949,0.0001778415,0.00005287337,0.0004554607,0.000007731031,0.0002252359,0.00001546539,0.0001069888,0.000009402615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004347216,"about_ca_system_score_gemma":0.000008638939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002036915,"about_ca_topic_score_gemma":0.000006606484,"domain_scores_codex":[0.9990788,0.000003562541,0.0003087849,0.0002338624,0.0001564807,0.0002185741],"domain_scores_gemma":[0.9996358,0.00005837243,0.00004877709,0.00009722896,0.000102743,0.00005707321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005084717,0.00011212,0.001089712,0.0003310433,0.0001668012,0.000001013593,0.007363643,0.8298882,0.1386193,0.0002034321,0.004644239,0.01752961],"study_design_scores_gemma":[0.0008250615,0.0002188916,0.0151655,0.00002167794,0.00005534316,0.000001168355,0.001528805,0.9760794,0.005387151,0.0002141642,0.0003395715,0.0001632627],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786488,0.00002108466,0.01862962,0.00001763934,0.0004267698,0.0005688316,0.00009893256,0.001330574,0.0002576897],"genre_scores_gemma":[0.9951482,0.00001170536,0.004266678,0.000005775495,0.0001853545,0.0001569901,0.0001155767,0.00006210944,0.00004762969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1461912,"threshold_uncertainty_score":0.7252164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01548117076688984,"score_gpt":0.2478853806220643,"score_spread":0.2324042098551745,"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."}}