{"id":"W4414005281","doi":"10.34133/cesci.0005","title":"Use of Performance Specifications for Assessing Concrete Durability and Enabling Innovative Concretes","year":2025,"lang":"en","type":"article","venue":"Civil Engineering Sciences","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hudbay Minerals (Canada); University of Toronto","funders":"","keywords":"Durability; Engineering; Construction engineering; Computer science; Forensic engineering; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01843598,0.001511492,0.0006475673,0.004150861,0.0006701512,0.003822295,0.002199972,0.00172951,0.001412128],"category_scores_gemma":[0.02750438,0.0004245623,0.0007002278,0.002200195,0.000979871,0.003331244,0.001926523,0.001151778,0.001084403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001792939,"about_ca_system_score_gemma":0.001567157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00265569,"about_ca_topic_score_gemma":0.004589067,"domain_scores_codex":[0.9755812,0.00742127,0.002159873,0.001280304,0.01283096,0.0007263775],"domain_scores_gemma":[0.9584466,0.01193782,0.009204368,0.003678123,0.01574935,0.000983788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001320777,0.001092236,0.2710181,0.002261453,0.0003807466,0.001094954,0.003422048,0.09960906,0.2515609,0.04382507,0.006931144,0.3174835],"study_design_scores_gemma":[0.00006713878,0.005783713,0.2127987,0.001239698,0.0004093668,0.002885237,0.0059344,0.1344472,0.5598966,0.01688906,0.05878099,0.0008678164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5885483,0.00312155,0.3278865,0.0007336733,0.0001972028,0.0005844812,0.002779792,0.002006736,0.07414179],"genre_scores_gemma":[0.9506716,0.0006833217,0.04474933,0.0000867909,0.0000194493,0.0001364228,0.001299075,0.0001622597,0.002191796],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01843598,"threshold_uncertainty_score":0.09749991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06020586724185679,"score_gpt":0.2659913808846227,"score_spread":0.2057855136427659,"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."}}