{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001161429,0.0008634437,0.0004793724,0.0003977252,0.0005698017,0.0008057507,0.0009510964,0.001739549,0.00118755],"category_scores_gemma":[0.002491608,0.0003733056,0.0006316764,0.0006092419,0.0004713903,0.0006351546,0.0004469823,0.0007222236,0.000220472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008673204,"about_ca_system_score_gemma":0.0008146142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01269793,"about_ca_topic_score_gemma":0.01429687,"domain_scores_codex":[0.9994538,0.0002218178,0.00002748809,0.0001240049,0.0001152933,0.00005752608],"domain_scores_gemma":[0.9973122,0.002007712,0.000148638,0.0002034,0.00023428,0.0000937543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003741006,0.0006643875,0.02829789,0.0001769035,0.00003345512,0.00181836,0.0002747026,0.9463006,0.008285302,0.0009380461,0.000316415,0.01251999],"study_design_scores_gemma":[0.00003821081,0.0005700088,0.009173459,0.00001337343,0.00002034954,0.0001587889,0.0002369722,0.9756413,0.01315537,0.0004425045,0.0005221294,0.0000274101],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879495,0.00006301216,0.01004305,0.00005586541,0.00000692883,0.00005047313,0.0001938621,0.00009686105,0.001540466],"genre_scores_gemma":[0.9927636,0.00005077701,0.006461015,0.000004169196,0.000003478593,0.00001921508,0.0001022277,0.00001032182,0.0005852103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01269793,"threshold_uncertainty_score":0.02524805,"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."}}