{"id":"W4220849461","doi":"10.1617/s11527-022-01928-6","title":"Report of RILEM TC 267-TRM phase 2: optimization and testing of the robustness of the R3 reactivity tests for supplementary cementitious materials","year":2022,"lang":"en","type":"article","venue":"Materials and Structures","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick; University of Toronto","funders":"Engineering and Physical Sciences Research Council; Javna Agencija za Raziskovalno Dejavnost RS; University of Leeds","keywords":"Robustness (evolution); Cementitious; Test method; Solid mechanics; Materials science; Environmental science; Process engineering; Computer science; Mathematics; Composite material; Chemistry; Engineering; Statistics; Cement","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":[0.02122268,0.002555385,0.001314704,0.001962211,0.002151551,0.001698349,0.003111556,0.002667892,0.002708122],"category_scores_gemma":[0.01360634,0.0007847351,0.002054538,0.0008138112,0.001087282,0.0007629498,0.001525924,0.001410016,0.00280326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002020165,"about_ca_system_score_gemma":0.005990841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007232963,"about_ca_topic_score_gemma":0.005885188,"domain_scores_codex":[0.9805642,0.007408836,0.0009110634,0.001544882,0.008674868,0.0008961794],"domain_scores_gemma":[0.9846604,0.002885458,0.00151541,0.002160748,0.00812267,0.0006553571],"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":[0.005013335,0.005632035,0.01140092,0.0008005771,0.0005308019,0.0007277171,0.0008872328,0.02341414,0.8872749,0.001476931,0.007925048,0.05491635],"study_design_scores_gemma":[0.0004697481,0.01815427,0.01103652,0.00006434705,0.0003213403,0.0004329689,0.0002172552,0.007616912,0.9420875,0.0002344514,0.0192085,0.0001562467],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8265978,0.00175601,0.1311752,0.0008127093,0.0002699225,0.01195873,0.008301728,0.001443236,0.01768483],"genre_scores_gemma":[0.80554,0.0009845741,0.1452414,0.0005508179,0.000235171,0.006971483,0.0206474,0.001006141,0.01882298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02122268,"threshold_uncertainty_score":0.1122376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02132569891292589,"score_gpt":0.2697076075737785,"score_spread":0.2483819086608526,"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."}}