{"id":"W3214090192","doi":"10.1007/s12205-021-1770-6","title":"A Case Study on Practical Prediction of Natural Carbonation for Concretes Containing Supplementary Cementitious Materials","year":2021,"lang":"en","type":"article","venue":"KSCE Journal of Civil Engineering","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Carbonation; Cementitious; Pozzolan; Fly ash; Silica fume; Portland cement; Cement; Environmental science; Ground granulated blast-furnace slag; Materials science; Geotechnical engineering; Composite material; Engineering","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":[0.0006128618,0.0001335195,0.0003085973,0.0001712038,0.00003286385,0.00006054687,0.00006128383,0.0000405904,0.0002053957],"category_scores_gemma":[0.0001722756,0.0001355166,0.00007080957,0.0001020656,0.000007882211,0.0001814628,0.00002597639,0.0001500046,3.798784e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001070922,"about_ca_system_score_gemma":0.0000533097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000134912,"about_ca_topic_score_gemma":0.00003015732,"domain_scores_codex":[0.9987079,0.00004686267,0.0006044865,0.00009733866,0.0003348793,0.0002085652],"domain_scores_gemma":[0.9992259,0.0002282876,0.000115093,0.0001067318,0.0002646349,0.00005935895],"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":[0.0001260211,0.0000484083,0.0002151789,0.0002805752,0.0004160725,0.001308576,0.0006635159,0.008762273,0.9876161,0.00009427176,0.0003549982,0.0001139943],"study_design_scores_gemma":[0.004998354,0.002214664,0.0005042113,0.0003525194,0.0003107621,0.00373357,0.005576084,0.03469988,0.9461462,0.0000191084,0.001152551,0.0002920993],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951482,0.0001455956,0.00313234,0.00003744534,0.001058539,0.0002820929,0.0001221112,0.00002481085,0.0000488247],"genre_scores_gemma":[0.999007,0.00003339544,0.0005624621,0.000007952061,0.0002983752,0.00002159868,0.00003365938,0.00002980902,0.000005784243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04146992,"threshold_uncertainty_score":0.5526206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02663056012472569,"score_gpt":0.2862838735220892,"score_spread":0.2596533133973635,"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."}}