{"id":"W4384199658","doi":"10.5006/4296","title":"Atmospheric Corrosion of Steel Infrastructure in Canada Under Climate Change","year":2023,"lang":"en","type":"article","venue":"CORROSION","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; National Research Council Canada","funders":"","keywords":"Corrosion; Context (archaeology); Environmental science; Climate change; Relative humidity; Carbon steel; Environmental engineering; Metallurgy; Materials science; Meteorology; Geology; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0001303955,0.0001832683,0.0002741447,0.00003832726,0.00004269306,0.000009698912,0.000165531,0.00009787548,0.0001974427],"category_scores_gemma":[0.00003005148,0.0001750394,0.0000493547,0.0008157106,0.00002431215,0.0001052909,0.0001209423,0.0001960327,0.00003046181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004196106,"about_ca_system_score_gemma":0.0001121277,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04244789,"about_ca_topic_score_gemma":0.3490611,"domain_scores_codex":[0.9987787,0.00003231322,0.0003468712,0.0002188068,0.0002537657,0.0003695397],"domain_scores_gemma":[0.9993925,0.00008537665,0.00005020689,0.0003283413,0.00004108439,0.0001024757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001272695,0.00002101508,0.371503,0.0007956556,0.000001279868,0.00004466971,0.001032968,0.0751446,0.4992944,0.0003003887,0.01086008,0.04087466],"study_design_scores_gemma":[0.0007247599,0.00004588152,0.6931442,0.0002536191,0.000009366584,0.000004387956,0.0008460676,0.2937007,0.008989484,0.0001345049,0.001779232,0.0003677901],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967924,0.0002363492,0.0004766089,0.00005383199,0.00147032,0.000276969,0.0000479485,0.0002175633,0.0004280577],"genre_scores_gemma":[0.9991534,0.0005088917,0.00007172066,0.0001023881,0.00003476693,0.00002762622,0.00003854345,0.00003343588,0.0000292202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4903049,"threshold_uncertainty_score":0.9639285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407336073219992,"score_gpt":0.2098932613827267,"score_spread":0.1958199006505268,"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."}}