{"id":"W3048576945","doi":"10.18552/2016/scmt4s210","title":"Recent Advances in Sustainable Concrete for Structural Applications","year":2016,"lang":"en","type":"article","venue":"Sustainable construction materials and technologies","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Ottawa","funders":"","keywords":"Computer science; Construction engineering; Engineering","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":[0.0001349237,0.0001833968,0.0002479856,0.0002368039,0.0001450054,0.00008585845,0.0001479247,0.0001574678,0.00004014805],"category_scores_gemma":[0.0001157571,0.0001372083,0.00001804488,0.0002610894,0.0003066004,0.0007593515,0.0000847389,0.00005800486,0.000002573929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001872197,"about_ca_system_score_gemma":0.00002984924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005756473,"about_ca_topic_score_gemma":0.000001612628,"domain_scores_codex":[0.9988501,0.00001173343,0.0002937063,0.0002479617,0.00006174493,0.0005347557],"domain_scores_gemma":[0.9994578,0.00006095767,0.00006907694,0.0002163034,0.0001701037,0.0000256951],"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":[0.00006984076,8.080043e-7,0.0006965356,0.001033244,0.00001730909,0.00001056986,0.00003780076,0.00006356351,0.03722512,0.2535176,0.00007999356,0.7072477],"study_design_scores_gemma":[0.001148032,0.00006793159,0.0001649507,0.00007501752,0.00001262976,0.00006607375,0.01011316,0.0001614747,0.2965363,0.1231501,0.5680586,0.0004457503],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697664,0.01990285,0.004950587,0.0006140661,0.0002999901,0.001816829,0.00005246167,0.001762891,0.0008338628],"genre_scores_gemma":[0.9489651,0.04701288,0.002532114,0.000003668488,0.00004122721,0.001032388,0.000007497883,0.0000269521,0.0003781435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7068019,"threshold_uncertainty_score":0.5595192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004051243848585033,"score_gpt":0.2122816081524517,"score_spread":0.2082303643038666,"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."}}