{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000292242,0.0002665107,0.0001685415,0.0007223113,0.001252012,0.0007495229,0.0004471997,0.0002833161,0.0006416515],"category_scores_gemma":[0.0005174231,0.0001255831,0.0003367555,0.001219866,0.0004187322,0.0001791926,0.0003187259,0.000311968,0.0000882493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02530963,"about_ca_system_score_gemma":0.01575787,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9944447,"about_ca_topic_score_gemma":0.9964765,"domain_scores_codex":[0.9995918,0.00002168649,0.000009295575,0.00004950055,0.0002080588,0.0001197448],"domain_scores_gemma":[0.9994183,0.00001739616,0.00004384615,0.00001060607,0.0004722554,0.00003763875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003963416,0.0001154242,0.8851163,0.0001571553,0.0001388794,0.0008570986,0.00163767,0.03777746,0.0215429,0.001816855,0.004162825,0.04628099],"study_design_scores_gemma":[0.000006886083,0.00005207953,0.9833678,0.00001243897,0.00003677135,0.00007259879,0.001291333,0.009582022,0.002623447,0.0001165275,0.002810032,0.00002806647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919829,0.0002141391,0.0003780756,0.0001582883,0.0000050168,0.00001658832,0.001083391,0.00003356588,0.006127982],"genre_scores_gemma":[0.9979191,0.0001959815,0.0002771989,0.00001913103,0.000001091896,0.000002842522,0.0003863369,0.000003781882,0.001194438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02530963,"threshold_uncertainty_score":0.1836351,"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."}}