{"id":"W4416570680","doi":"10.1007/978-3-031-95421-4_24","title":"Soil-Steel Structure Design by the 1979 Ontario Highway Bridge Design Code, a Historical Perspective","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Bridge (graph theory); Christian ministry; Code (set theory); Perspective (graphical); Structural reliability","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0002451739,0.001367421,0.001130488,0.0004917202,0.0001327959,0.0001394141,0.0008805594,0.001530632,0.0001903992],"category_scores_gemma":[0.0003059613,0.001185459,0.000341902,0.0002788719,0.0000649533,0.00009964452,0.0001270565,0.004156298,0.000006939805],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005942042,"about_ca_system_score_gemma":0.0002351244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001771361,"about_ca_topic_score_gemma":0.0145706,"domain_scores_codex":[0.9968917,0.00003823423,0.0007216496,0.0008733252,0.0005568955,0.0009181507],"domain_scores_gemma":[0.9974046,0.001277331,0.00009854192,0.0009339434,0.0001012788,0.0001843012],"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":[0.00002455061,0.000008191128,0.000001322108,0.0001749993,0.0002723733,0.00004643306,0.0004188054,0.9826299,0.001069961,0.004181461,0.009991131,0.001180876],"study_design_scores_gemma":[0.001707001,0.0003138951,0.0001892868,0.001818923,0.000619477,0.0002669087,0.000006458166,0.5605157,0.003430896,0.0544498,0.3716367,0.005045009],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00002502119,0.01159547,0.9738549,0.0002844451,0.002012362,0.0008359247,0.0001072369,0.001275456,0.01000918],"genre_scores_gemma":[0.9344915,0.0006177881,0.02000087,0.0003246797,0.001248155,0.000212652,0.000152348,0.0009735532,0.04197845],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.953854,"threshold_uncertainty_score":0.9999077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01280731277873699,"score_gpt":0.1926442791440282,"score_spread":0.1798369663652912,"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."}}