{"id":"W2969679864","doi":"10.3390/ma12172665","title":"Prediction of Carbonation Progress in Concrete Containing Calcareous Fly Ash Co-Binder","year":2019,"lang":"en","type":"article","venue":"Materials","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Politechnika Warszawska","keywords":"Carbonation; Fly ash; Calcareous; Cement; Durability; Materials science; Environmental science; High calcium; Concrete cover; Waste management; Metallurgy; Composite material; Reinforced concrete; Engineering; Geology; Calcium","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004017448,0.000107083,0.0002629264,0.0001151647,0.00001178515,0.00005046254,0.00009206229,0.00008990987,0.0008978503],"category_scores_gemma":[0.000009685146,0.0001085442,0.00001982941,0.0000767173,0.00002357456,0.0001066391,0.00002761802,0.0000460731,0.00005333445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000758377,"about_ca_system_score_gemma":0.00001996375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005102419,"about_ca_topic_score_gemma":0.000002101905,"domain_scores_codex":[0.9990034,0.00006715219,0.0003534324,0.0001337265,0.0002163651,0.0002259833],"domain_scores_gemma":[0.9997005,0.0000274379,0.00004543975,0.0001513148,0.00004582814,0.00002944542],"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":[0.00007477112,0.000001847145,0.01239273,0.0002558099,0.00002408359,0.000004448154,0.0003362659,0.00009695619,0.9862486,0.000106751,0.00005814449,0.0003996088],"study_design_scores_gemma":[0.000941648,0.0001372616,0.01932459,0.00009724061,0.000006974935,0.000002594485,0.0001384497,0.00122229,0.9773776,0.0000186517,0.0006124486,0.0001202375],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964305,0.0001046297,0.000009547151,0.00001043821,0.0006041039,0.0004472723,0.0001208454,0.00009085527,0.002181771],"genre_scores_gemma":[0.9996169,0.00002082332,0.00002391905,0.000007213047,0.00007372072,0.0000591467,0.0001196932,0.00002460578,0.00005395069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008870969,"threshold_uncertainty_score":0.9830831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01912276436946917,"score_gpt":0.2551301503796422,"score_spread":0.236007386010173,"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."}}