{"id":"W2109797581","doi":"10.1139/l06-078","title":"Durability design of infrastructure and some related issues","year":2006,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Durability; Serviceability (structure); Sustainability; Audit; Engineering; Forensic engineering; Construction engineering; Business; Civil engineering; Computer science; Accounting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002558588,0.0001283134,0.0002558217,0.0002150245,0.00002391617,0.00002201918,0.0001070292,0.00009374482,0.0001402724],"category_scores_gemma":[0.0001383811,0.0001275134,0.00005764272,0.00015194,0.00004602349,0.0001806363,0.000005674494,0.0002389577,6.514915e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109177,"about_ca_system_score_gemma":0.0001182158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003428283,"about_ca_topic_score_gemma":0.003251367,"domain_scores_codex":[0.9991913,0.00001676062,0.0004236203,0.00007246208,0.00009418032,0.0002016285],"domain_scores_gemma":[0.9994028,0.00006730492,0.00005688318,0.0001302297,0.00008261755,0.0002601223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000005771391,0.000002232994,0.007519727,0.0001815408,0.00002728954,0.00004130503,0.0003121913,0.9598532,0.0279263,0.0006908707,0.002722346,0.0007172453],"study_design_scores_gemma":[0.002138437,0.0002875329,0.4852006,0.0007209108,0.0001419365,0.0008321218,0.0002126785,0.4526737,0.02014544,0.01231312,0.0240762,0.001257283],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752448,0.008804449,0.01444321,0.0001315442,0.0007590915,0.0001252515,0.00001541198,0.00005913045,0.0004170897],"genre_scores_gemma":[0.9991385,0.0000524669,0.0006951852,0.000005110339,0.00007221963,6.027164e-7,8.469921e-7,0.00001955044,0.00001553561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5071794,"threshold_uncertainty_score":0.5199844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004580288962632923,"score_gpt":0.1662348211040592,"score_spread":0.1616545321414262,"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."}}