{"id":"W3202121209","doi":"10.2749/ghent.2021.1205","title":"The Samuel De Champlain Bridge – A holistic approach to sustainability and durability","year":2021,"lang":"en","type":"article","venue":"Report","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Infrastructure Canada","funders":"","keywords":"Durability; Sustainability; Bridge (graph theory); Engineering; General partnership; Civil engineering; Architectural engineering; Forensic engineering; Business; Computer science; Finance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001276027,0.000357679,0.0001681652,0.001023484,0.00221501,0.00469092,0.0008053896,0.001221537,0.004971372],"category_scores_gemma":[0.0005147809,0.0002137123,0.0002113346,0.0006492896,0.003131224,0.002058459,0.003153198,0.001081811,0.000328751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005261875,"about_ca_system_score_gemma":0.008681216,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01662307,"about_ca_topic_score_gemma":0.05015789,"domain_scores_codex":[0.9992102,0.0002011001,0.0000156111,0.00007349649,0.0003551461,0.0001443869],"domain_scores_gemma":[0.9997064,0.00003793437,0.0000153791,0.00002177561,0.00009673899,0.0001216338],"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":[0.00002374378,0.0001295591,0.002710963,0.0002433026,0.00003131496,0.0004303043,0.005067355,0.0121875,0.006785269,0.6723439,0.03774087,0.2623059],"study_design_scores_gemma":[0.000009129116,0.0001326003,0.006537103,0.0007090623,0.00002890511,0.000744983,0.01459545,0.009217988,0.003343625,0.1968754,0.767763,0.00004283738],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06534275,0.01373618,0.1191669,0.02894027,0.0005280407,0.0001753838,0.0001046791,0.0002457775,0.77176],"genre_scores_gemma":[0.7734929,0.01095912,0.07662486,0.002304397,0.0002121414,0.0001880359,0.0001063635,0.0001095653,0.1360026],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9833769,"threshold_uncertainty_score":0.03817773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01716751972801857,"score_gpt":0.2615391011186032,"score_spread":0.2443715813905846,"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."}}