{"id":"W4403538218","doi":"10.1016/j.conbuildmat.2024.138710","title":"Properties and mechanisms of geopolymers constructed from polymerized CGP-OSA- GGBS ternary-based solid wastes","year":2024,"lang":"en","type":"article","venue":"Construction and Building Materials","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Ternary operation; Materials science; Ground granulated blast-furnace slag; Polymerization; Composite material; Chemical engineering; Fly ash; Polymer; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013608,0.0001937053,0.0003442474,0.00017701,0.00006870741,0.0002803791,0.00007225532,0.00009691789,0.001026907],"category_scores_gemma":[0.00001474702,0.0001680026,0.0000305645,0.00009202272,0.0002596694,0.0001588719,0.00005613652,0.00005875089,0.000003999239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001527094,"about_ca_system_score_gemma":0.00003644318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001927694,"about_ca_topic_score_gemma":0.000001271035,"domain_scores_codex":[0.9989682,0.00005643169,0.0003627601,0.0002435733,0.0001497614,0.0002192208],"domain_scores_gemma":[0.9996844,0.00004663629,0.00004200661,0.0001250768,0.00002735836,0.00007453548],"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":[0.00006650796,0.000002068926,0.0000856481,0.0004488252,0.00009132849,0.000004596456,0.00005933854,0.000006621044,0.9911603,0.001822479,0.00002067291,0.006231583],"study_design_scores_gemma":[0.0004648083,0.00003600996,0.00006340333,0.0003804394,0.00004552312,0.00003007977,0.0002870181,0.001567048,0.995854,0.0009834251,0.0001018596,0.0001863862],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930602,0.001050867,0.003706549,0.0000590294,0.001385884,0.0001913551,0.0001986873,0.0002690302,0.00007838536],"genre_scores_gemma":[0.9970861,0.0001856258,0.002522421,0.00001292149,0.000102563,0.00002154191,0.00002464424,0.00003134614,0.00001285803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006045197,"threshold_uncertainty_score":0.9998863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01445001149196632,"score_gpt":0.2254275493717671,"score_spread":0.2109775378798008,"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."}}