{"id":"W4387011872","doi":"10.1139/cjce-2023-0027","title":"Environmental impact on critical responses of lightweight cellular concrete subbase flexible pavements","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Subbase; Subgrade; Geotechnical engineering; Asphalt; Asphalt concrete; Tensile strain; Environmental science; Granular material; Rut; Ultimate tensile strength; Asphalt pavement; Compaction; Stress (linguistics); Materials science; Engineering; Composite material","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004890134,0.0001878944,0.0002470379,0.0007434516,0.00004696703,0.00002490588,0.0001733812,0.00007218467,0.0007100985],"category_scores_gemma":[0.0001104603,0.0001853499,0.0001242516,0.0002651073,0.00003619659,0.0002598542,0.000006640973,0.0002330914,0.00005897189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004078783,"about_ca_system_score_gemma":0.0001742688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003146252,"about_ca_topic_score_gemma":0.000160844,"domain_scores_codex":[0.9986808,0.00001983933,0.000452645,0.00008944228,0.0003343372,0.0004229164],"domain_scores_gemma":[0.9991429,0.0001341575,0.00006236159,0.0001641984,0.00003388915,0.0004625079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004021913,0.0000059985,0.007784238,0.0001833401,0.000194902,0.0003132076,0.0005949641,0.7990105,0.1876481,0.0001945682,0.003695887,0.0003340617],"study_design_scores_gemma":[0.00196765,0.001173442,0.07115689,0.001028921,0.0001666437,0.00008138533,0.0002592585,0.4580701,0.4585027,0.0001138967,0.006546413,0.000932707],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959395,0.0006323843,0.002120711,0.00004065363,0.000745376,0.00009285832,0.00007266932,0.0000512244,0.0003046246],"genre_scores_gemma":[0.9995287,0.00004795034,0.0001283962,0.00001381596,0.0001635368,0.000003411485,0.00001236614,0.00004874897,0.00005307163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3409404,"threshold_uncertainty_score":0.7775081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01417956538535201,"score_gpt":0.2380895515896276,"score_spread":0.2239099862042756,"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."}}