{"id":"W3134734419","doi":"10.11159/ijci.2021.009","title":"Effect of Fly Ash Additive on Mechanical Properties of Concrete","year":2021,"lang":"en","type":"article","venue":"International Journal of Civil Infrastructure","topic":"Recycling and utilization of industrial and municipal waste in materials production","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fly ash; Environmental science; Materials science; Composite material","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":[0.000260156,0.0001026505,0.0002808541,0.00009792351,0.00001245612,0.00001767508,0.0001801817,0.000100519,0.0002394391],"category_scores_gemma":[0.0003805273,0.00007483043,0.0001163921,0.00007151579,0.0000390927,0.00009549429,0.00002490383,0.0001979536,0.000001206559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003347263,"about_ca_system_score_gemma":0.00004669584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000176769,"about_ca_topic_score_gemma":0.000001234648,"domain_scores_codex":[0.9989095,0.00009714405,0.0005005721,0.00006786239,0.0003552055,0.00006967427],"domain_scores_gemma":[0.9990316,0.00007632227,0.0002560678,0.00008169939,0.000519662,0.00003465977],"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":[0.0008322611,0.00001155472,0.00004899926,0.0001079045,0.0004763773,0.00002122225,0.0002142386,0.04943422,0.928873,0.0008422391,0.002837052,0.01630091],"study_design_scores_gemma":[0.00065796,0.0003501566,0.0001052593,0.0005200581,0.00003085783,0.00008961442,0.00005415378,0.0004802977,0.994223,0.0003228553,0.003103938,0.00006184609],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943966,0.0002059304,0.0001690879,0.0001153252,0.003936848,0.00004436259,0.00003924653,0.00001106242,0.001081482],"genre_scores_gemma":[0.998885,0.0002169855,0.0001296136,0.0000186485,0.00067616,8.651697e-7,0.000009245542,0.00001083419,0.00005267457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06534998,"threshold_uncertainty_score":0.3051496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009960465407701291,"score_gpt":0.2426274522722093,"score_spread":0.232666986864508,"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."}}