{"id":"W641603585","doi":"","title":"Heritage Aspects of Bridge Engineering","year":2012,"lang":"en","type":"article","venue":"2012 CONFERENCE AND EXHIBITION OF THE TRANSPORTATION ASSOCIATION OF CANADA - TRANSPORTATION: INNOVATIONS AND OPPORTUNITIES","topic":"Civil and Structural Engineering Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Documentation; Context (archaeology); Engineering; Industrial heritage; Relevance (law); Civil engineering; Cultural heritage; Architectural engineering; Cultural heritage management; Construction engineering; Archaeology; History; Political science; Computer science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001377161,0.0002795247,0.0001654963,0.001055559,0.002725948,0.006146656,0.0005692632,0.001331688,0.02437899],"category_scores_gemma":[0.002313823,0.0001780189,0.0001462281,0.00139294,0.0082994,0.002737231,0.002340474,0.001293682,0.003886349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003648945,"about_ca_system_score_gemma":0.002207507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0110307,"about_ca_topic_score_gemma":0.03428176,"domain_scores_codex":[0.99889,0.0003116511,0.00006825101,0.0001025549,0.0005126693,0.000114942],"domain_scores_gemma":[0.9986946,0.0004431048,0.00009159956,0.0002435056,0.000312468,0.000214796],"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":[0.00001601107,0.0000243021,0.001189442,0.000355719,0.000006771412,0.0003866775,0.005802461,0.0004769914,0.0005094488,0.7301176,0.1113896,0.1497249],"study_design_scores_gemma":[0.000001284811,0.00001034856,0.0007576894,0.0001619957,0.000001856205,0.0003069443,0.001607233,0.0001003567,0.0001387348,0.05519764,0.9417102,0.000005718014],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01174965,0.06761239,0.01019422,0.03358051,0.002405655,0.00003753666,0.00008488651,0.0001044576,0.8742307],"genre_scores_gemma":[0.3035472,0.06236655,0.007325491,0.005351326,0.002558628,0.00003150707,0.0001320012,0.0001669522,0.6185204],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02437899,"threshold_uncertainty_score":0.08155584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.024617265194193,"score_gpt":0.2067934090064197,"score_spread":0.1821761438122267,"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."}}