{"id":"W4220792926","doi":"10.18280/rcma.320103","title":"Glass Waste Based Geopolymers and Their Characteristics","year":2022,"lang":"en","type":"article","venue":"Revue des composites et des matériaux avancés","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Sodium silicate; Mortar; Sodium hydroxide; Porosity; Compressive strength; Composite material; Foaming agent; Geopolymer; Aggregate (composite); Volume (thermodynamics); Thermal stability; Alkali metal; Polymer; Chemical engineering; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002706529,0.0002185688,0.0002903573,0.0001332038,0.0002883087,0.0001480541,0.0002205539,0.00003555513,0.000545293],"category_scores_gemma":[0.00001613775,0.0002026839,0.00006417267,0.0001571511,0.0001028363,0.0001147349,0.0002039277,0.0002063636,0.00002384861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001083028,"about_ca_system_score_gemma":0.00002142039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001636636,"about_ca_topic_score_gemma":0.000005833941,"domain_scores_codex":[0.9988682,0.0001235001,0.0002510227,0.000219433,0.0001478043,0.0003900171],"domain_scores_gemma":[0.9993758,0.0001604537,0.00003957967,0.0002674999,0.00003700688,0.0001196254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002141366,0.00008260446,0.003810447,0.002339777,0.0002260978,0.0001341865,0.002058636,0.03871733,0.9163212,0.0008941587,0.0009149756,0.0342865],"study_design_scores_gemma":[0.001134084,0.0003810915,0.002221745,0.000194921,0.00004822357,0.0001649316,0.0005640993,0.8625234,0.09219583,0.0004246527,0.03935802,0.0007890094],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984798,0.00100983,0.01144095,0.00009266962,0.0003115889,0.0002527813,0.0002206785,0.0002436492,0.001629816],"genre_scores_gemma":[0.9968221,0.0004333943,0.002010056,0.0001115448,0.0001005996,0.0000921808,0.0001507082,0.00006643603,0.0002130301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8241253,"threshold_uncertainty_score":0.8265208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03456529020489161,"score_gpt":0.243386718884207,"score_spread":0.2088214286793154,"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."}}