{"id":"W3174158944","doi":"10.3390/su13137444","title":"Experimental and Informational Modeling Study of Sustainable Self-Compacting Geopolymer Concrete","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Universiti Teknologi Malaysia","keywords":"Materials science; Ground granulated blast-furnace slag; Compressive strength; Portland cement; Geopolymer; Fly ash; Cement; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003585025,0.000113528,0.0001955555,0.00006320476,0.0001074519,0.00006793929,0.00007028306,0.00003873556,0.0001479752],"category_scores_gemma":[0.0001200614,0.0001204798,0.00002837665,0.0001583338,0.00002722957,0.0003295021,0.0001660229,0.00009689943,8.206742e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002982983,"about_ca_system_score_gemma":0.0001851764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002400466,"about_ca_topic_score_gemma":0.000001866063,"domain_scores_codex":[0.9989225,0.00006743325,0.0003058659,0.0001477935,0.0002328634,0.0003235509],"domain_scores_gemma":[0.9991388,0.00005060983,0.00002304809,0.0002128519,0.0005051967,0.00006947371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001001187,0.001279837,0.1075331,0.01922789,0.001998136,0.0007730507,0.3063042,0.247855,0.2736966,0.03562042,0.0004957712,0.004214906],"study_design_scores_gemma":[0.001878761,0.0002603378,0.001430882,0.0000119859,0.00002974053,0.00001147747,0.4411238,0.4173896,0.1367081,0.0005550041,0.0002560684,0.0003442557],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980325,0.0003331561,0.0001458669,0.00001880723,0.00003755247,0.00041737,0.000002429145,0.00009359189,0.0009187559],"genre_scores_gemma":[0.999801,0.000004288202,0.00004338317,0.000005049505,0.00002348066,0.00004057925,0.000007160636,0.00001156522,0.00006348341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1695347,"threshold_uncertainty_score":0.4913024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01041230267455438,"score_gpt":0.2677738593264647,"score_spread":0.2573615566519104,"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."}}