{"id":"W4391945229","doi":"10.1007/978-3-031-53389-1_72","title":"Durability of Waste Glass Fine Aggregates in Cement Composites","year":2024,"lang":"en","type":"book-chapter","venue":"Rilem bookseries","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Durability; Composite material; Materials science; Cement","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001599946,0.0002425541,0.0003044948,0.0003586033,0.0003531336,0.000616914,0.0003990314,0.0002886961,0.006541918],"category_scores_gemma":[0.0001801535,0.0002626825,0.0002290217,0.0003051935,0.0001996086,0.000822756,0.0002352152,0.000524129,0.001532861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006543264,"about_ca_system_score_gemma":0.0003402712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002445674,"about_ca_topic_score_gemma":0.005981532,"domain_scores_codex":[0.9998647,0.000009496815,0.000004308983,0.00002239586,0.00007780168,0.00002124057],"domain_scores_gemma":[0.9999293,0.00002774601,0.000006255156,0.000009241462,0.00001985934,0.000007631281],"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":[0.0005187262,0.0002729344,0.00120261,0.0008305376,0.0000323945,0.0005438488,0.0005548091,0.009692995,0.6886421,0.02046578,0.0133542,0.2638891],"study_design_scores_gemma":[0.00000767425,0.0003738629,0.007170016,0.0001137322,0.00002932432,0.0005377582,0.0002458667,0.00418549,0.8785698,0.00612492,0.1026156,0.00002600978],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5026903,0.1790787,0.0201127,0.0008200106,0.0009839915,0.00006358104,0.001106631,0.0007343696,0.2944096],"genre_scores_gemma":[0.643945,0.0167676,0.001594634,0.0001103808,0.00007728739,0.00001713959,0.000553457,0.0001753277,0.3367592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006541918,"threshold_uncertainty_score":0.02188486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009080555623189872,"score_gpt":0.1921575706448751,"score_spread":0.1830770150216852,"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."}}