{"id":"W4392849913","doi":"10.1080/10298436.2024.2322525","title":"Ensemble and evolutionary prediction of layers temperature in conventional and lightweight cellular concrete subbase pavements","year":2024,"lang":"en","type":"article","venue":"International Journal of Pavement Engineering","topic":"Concrete Properties and Behavior","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Windsor","funders":"","keywords":"Subbase; Geotechnical engineering; Structural engineering; Materials science; Forensic engineering; Engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0001565186,0.0001044814,0.0001296759,0.0002722065,0.000009368587,0.00004196728,0.00007405633,0.00004725598,0.00004049364],"category_scores_gemma":[0.000007815575,0.00009557444,0.00004864339,0.00006628895,0.00001608985,0.0002334841,0.00002322132,0.000165911,6.170704e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047047,"about_ca_system_score_gemma":0.00001956265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005482423,"about_ca_topic_score_gemma":7.09726e-7,"domain_scores_codex":[0.9991625,0.000006730196,0.0003795236,0.00008493682,0.00027096,0.00009533219],"domain_scores_gemma":[0.9997628,0.00002922637,0.00003638944,0.00003657524,0.00008540852,0.00004963747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001664416,0.000008664728,0.004790437,0.0002179813,0.0002540017,0.00015067,0.0002542323,0.007929022,0.9843831,0.0007898678,0.0002770465,0.0009283203],"study_design_scores_gemma":[0.003935612,0.0005067397,0.02959744,0.004380315,0.0002116116,0.0004782621,0.0006128638,0.4512366,0.4858647,0.0001870257,0.0223774,0.000611446],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910471,0.00629732,0.001203768,0.0000980986,0.001178953,0.00007366869,0.00004148035,0.00002485747,0.00003475928],"genre_scores_gemma":[0.9985809,0.0005556407,0.0006239864,0.00000673778,0.0001645617,0.000004584857,0.00001258392,0.0000149886,0.0000360552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4985184,"threshold_uncertainty_score":0.3897412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006888896974435845,"score_gpt":0.1975132140647366,"score_spread":0.1906243170903007,"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."}}