{"id":"W4396629606","doi":"10.1007/978-3-031-59419-9_33","title":"Effect of GU vs. GUL Cement on AAR Testing of Concrete Aggregates","year":2024,"lang":"en","type":"book-chapter","venue":"Rilem bookseries","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministry of Transportation of Ontario","funders":"","keywords":"Cement; Geotechnical engineering; Geology; Materials science; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000138564,0.0003278239,0.000592957,0.0000759609,0.00002899728,0.00001567336,0.0001462958,0.00013731,0.00007514527],"category_scores_gemma":[0.00004347344,0.0002818861,0.0001798234,0.00003692996,0.0001355115,0.00002391906,0.00006372143,0.0002403757,0.00008567177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003003815,"about_ca_system_score_gemma":0.00001363375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001264538,"about_ca_topic_score_gemma":8.534232e-7,"domain_scores_codex":[0.9990391,0.00001183283,0.0003805594,0.0002226444,0.000184116,0.0001617785],"domain_scores_gemma":[0.9988004,0.0006224533,0.0001244468,0.000351046,0.00005205479,0.00004962547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009258285,0.000005964177,0.00001489823,0.008601914,0.0007032166,0.00001464106,0.0002605584,0.001027883,0.05355316,0.8441149,0.00133431,0.090276],"study_design_scores_gemma":[0.0004804341,0.002940529,0.00005390414,0.007028099,0.0007753443,0.000005985605,0.00001623445,0.001907713,0.4062083,0.08587639,0.4935748,0.001132309],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01263741,0.002299317,0.000191523,0.00004629838,0.000450558,0.0008837225,0.0004450692,0.0004509557,0.9825951],"genre_scores_gemma":[0.53597,0.0007915662,0.02704795,0.00006809833,0.001468824,0.0005229397,0.0001829972,0.0008227052,0.4331249],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7582385,"threshold_uncertainty_score":0.9999633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01463115503312547,"score_gpt":0.2432637746818394,"score_spread":0.2286326196487139,"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."}}