{"id":"W4391598558","doi":"10.2749/newdelhi.2023.0631","title":"Bridges as Built Heritage: Preservation, Reimagination, Transformation","year":2023,"lang":"en","type":"article","venue":"Report","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thriving; Placemaking; Vitality; Cultural heritage; Architecture; Industrial heritage; Bridge (graph theory); Architectural engineering; Cultural heritage management; Civil engineering; Environmental ethics; Engineering; Sociology; History; Urban design; Archaeology; Social science","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":[0.0001341308,0.00008457602,0.00009089384,0.0001399861,0.00004624526,0.00004105113,0.00006068349,0.00004034637,0.00009549871],"category_scores_gemma":[0.00006950621,0.0000870314,0.00004735891,0.0005495115,0.00001032629,0.0004168701,0.000005179248,0.00006615904,0.0001476336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003803461,"about_ca_system_score_gemma":0.00001353647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004702072,"about_ca_topic_score_gemma":0.000007790515,"domain_scores_codex":[0.9993293,0.000005675923,0.0002551306,0.0000991335,0.0001907726,0.000120021],"domain_scores_gemma":[0.9996584,0.00001362332,0.00002517114,0.000178802,0.00008231027,0.00004166508],"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":[0.000001926606,0.000003785272,0.001288419,0.0001283391,0.00008943093,0.00009128154,0.0007214537,0.9606788,0.006358253,0.003502598,0.0155757,0.01156006],"study_design_scores_gemma":[0.0001542898,0.000008187914,0.06042218,0.000015441,0.0000260046,0.0001669369,0.0002367301,0.8610325,0.01295683,0.0009275081,0.06381605,0.0002373022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.738232,0.0001268773,0.2239889,0.002802927,0.0008112603,0.0002339145,0.000008781814,0.004826278,0.02896916],"genre_scores_gemma":[0.9971288,0.00005941237,0.0001972787,0.00002155875,0.00006823923,0.00002021121,0.0002234253,0.00001956921,0.002261475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2588969,"threshold_uncertainty_score":0.3549037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397315553818528,"score_gpt":0.2587332978232398,"score_spread":0.2447601422850545,"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."}}