{"id":"W4385602217","doi":"10.1007/978-3-031-34159-5_79","title":"A Spatial Assessment of Corrosion Initiation Risks of Bridge Decks Across North America","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministry of Transportation of Ontario; McMaster University","funders":"","keywords":"Bridge (graph theory); Climate change; Corrosion; Environmental science; Forensic engineering; Climatology; Engineering; Geology; Materials science; Oceanography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001678137,0.0004429127,0.0007661292,0.0002808249,0.0000221038,0.00001560759,0.0002195368,0.000410305,0.0001230025],"category_scores_gemma":[0.0002442402,0.0004889104,0.0002146589,0.0002131788,0.00005746228,0.00005759833,0.0001206803,0.0008084628,0.000008350712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002351272,"about_ca_system_score_gemma":0.00005672362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001657387,"about_ca_topic_score_gemma":0.003634236,"domain_scores_codex":[0.9981654,0.00001245683,0.0007692383,0.0003387944,0.0003859696,0.0003281947],"domain_scores_gemma":[0.9986772,0.0004816663,0.0001912966,0.0004680791,0.0001039753,0.00007778532],"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":[0.00001635412,0.00001081769,0.00351363,0.001117673,0.00002999324,0.00001548907,0.0005802489,0.9646868,0.005099212,0.00006539686,0.00002759539,0.02483682],"study_design_scores_gemma":[0.0008500205,0.0001505737,0.07163635,0.001655017,0.0000892681,0.000006657349,0.000005090623,0.9175131,0.004236599,0.0003938417,0.002342387,0.001121153],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03364067,0.0004044219,0.9575918,0.00001425512,0.001708099,0.0005762404,0.0005681789,0.0005302307,0.004966074],"genre_scores_gemma":[0.9984546,0.0003239954,0.0006391905,0.00001126454,0.0001184487,0.00002098997,0.00021259,0.0001445451,0.00007432245],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.964814,"threshold_uncertainty_score":0.9997563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03531736499689364,"score_gpt":0.2884031924348282,"score_spread":0.2530858274379346,"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."}}