{"id":"W2002541649","doi":"10.1016/s0958-9465(02)00125-7","title":"Finite element modeling of coupled heat transfer, moisture transport and carbonation processes in concrete structures","year":2003,"lang":"en","type":"article","venue":"Cement and Concrete Composites","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":220,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Carbonation; Finite element method; Moisture; Scope (computer science); Coupling (piping); Nonlinear system; Heat transfer; Materials science; Structural engineering; Computer science; Engineering; Mechanics; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0001639705,0.000215921,0.0003256112,0.00008980439,0.00005074233,0.00002223753,0.00006249434,0.00007981217,0.00005534369],"category_scores_gemma":[0.00001872243,0.0002071223,0.00003508645,0.0001512434,0.00006154079,0.00009871721,0.000009007953,0.0001238523,1.412374e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002722102,"about_ca_system_score_gemma":0.00002775124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006585961,"about_ca_topic_score_gemma":0.00006408578,"domain_scores_codex":[0.998958,0.00003292194,0.000401213,0.000241123,0.0001672733,0.0001994754],"domain_scores_gemma":[0.9996035,0.0001025492,0.00001252169,0.0001231128,0.00007772121,0.00008057924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003695644,0.000007189979,0.1045689,0.003019368,0.0001400323,0.00001233122,0.00725553,0.1453544,0.7347868,0.003891939,0.000009073153,0.000584821],"study_design_scores_gemma":[0.002208179,0.0001472963,0.001892057,0.0001233892,0.00007299052,0.000004225658,0.0004608489,0.9446948,0.04948227,0.0001984876,0.0003168867,0.0003985804],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866893,0.005005097,0.007262773,0.00002678365,0.00006633316,0.0003740762,0.00002199378,0.00005850112,0.0004951347],"genre_scores_gemma":[0.9985066,0.001070293,0.0002802644,0.00004077277,0.00001039187,0.00002567277,0.000044395,0.00001693786,0.00000469011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7993404,"threshold_uncertainty_score":0.8446203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01163105215869477,"score_gpt":0.2052576773718144,"score_spread":0.1936266252131196,"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."}}