{"id":"W3023131052","doi":"10.1520/jte20180642","title":"An Innovative Approach to Simulate Biocorrosion in Concrete Pipes","year":2019,"lang":"en","type":"article","venue":"Journal of Testing and Evaluation","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Durability; Corrosion; Mortar; Cement; Materials science; Flexural strength; Carbonation; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001778974,0.0003708583,0.0001591181,0.0001409242,0.0001142542,0.0001857006,0.0003642235,0.000491296,0.0005555808],"category_scores_gemma":[0.0001853194,0.0001302612,0.0002063662,0.0001074366,0.0001879176,0.0001326033,0.0002463388,0.0002542211,0.00008696023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002554423,"about_ca_system_score_gemma":0.0003253127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001877556,"about_ca_topic_score_gemma":0.001909707,"domain_scores_codex":[0.9999248,0.00001394531,0.000004148261,0.00001828155,0.00002874947,0.00001008936],"domain_scores_gemma":[0.9999189,0.0000205522,0.00002190718,0.00001087652,0.0000190366,0.000008664918],"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":[0.000115427,0.0001244648,0.001975498,0.00009834491,0.00001079016,0.0001582946,0.00005131922,0.1508135,0.840544,0.0005391095,0.00003973649,0.005529367],"study_design_scores_gemma":[0.00003184841,0.0008627628,0.002549258,0.000009263591,0.00001750152,0.00003655762,0.00002910681,0.6472599,0.3481763,0.0002025943,0.0008115929,0.00001332464],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8956526,0.00007769847,0.1022749,0.00002946391,0.00002151075,0.0001426359,0.0001593096,0.0003118749,0.001330017],"genre_scores_gemma":[0.9734051,0.00005813763,0.02576713,0.000005433495,0.000001079743,0.00008109587,0.00004111009,0.000006016046,0.0006349498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001877556,"threshold_uncertainty_score":0.003733218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05229945158773327,"score_gpt":0.3224758388457994,"score_spread":0.2701763872580661,"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."}}