{"id":"W4281286473","doi":"10.1002/tal.1948","title":"Generation of eco‐friendly design for post‐tensioned axially symmetric reinforced concrete cylindrical walls by minimizing of CO<sub>2</sub> emission","year":2022,"lang":"en","type":"article","venue":"The Structural Design of Tall and Special Buildings","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Serviceability (structure); Durability; Structural engineering; Harmony search; Environmentally friendly; Reinforcement; Structural material; Process (computing); Computer science; Materials science; Engineering; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005959932,0.0002166763,0.0004698625,0.0001394973,0.0002285818,0.000019675,0.000252835,0.00009611716,0.00006319683],"category_scores_gemma":[0.0003312702,0.0001711318,0.0001498487,0.0002931906,0.0001315647,0.0001105334,0.00009737456,0.0001737156,2.193645e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006796829,"about_ca_system_score_gemma":0.00005311699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000157089,"about_ca_topic_score_gemma":3.721813e-7,"domain_scores_codex":[0.9983612,0.0001409739,0.0006621258,0.0002364111,0.0003613861,0.0002378487],"domain_scores_gemma":[0.9987046,0.0005443698,0.0002630406,0.000205836,0.0001922709,0.00008988503],"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":[0.0006679873,0.000001239218,0.000005690072,0.00006288306,0.00002346034,6.373892e-7,0.0004278639,0.01331429,0.9799589,0.0004615154,0.002098656,0.002976867],"study_design_scores_gemma":[0.0008254838,0.0006243892,0.00009292219,0.00001609833,0.00004877909,0.00001223833,0.0001286175,0.1828968,0.8148397,0.0002223045,0.0001061786,0.0001865196],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686803,0.0002014924,0.0297908,0.0000642751,0.0003264301,0.0007437676,0.0001076748,0.00003217124,0.00005305072],"genre_scores_gemma":[0.9965715,0.00006785125,0.003066045,0.0000328428,0.0001559579,0.00001759299,0.00004394928,0.00002487039,0.00001932422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1695825,"threshold_uncertainty_score":0.6978552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02313571713683816,"score_gpt":0.2281086502986387,"score_spread":0.2049729331618005,"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."}}