{"id":"W4412754758","doi":"10.11159/iccste25.252","title":"The Significance and Applications of Recycled Palm Waste Leaves: Advancing Sustainable Development in Architecture and Interior Design","year":2025,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Urban Agriculture and Sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architecture; Sustainable design; Palm; Sustainable development; Environmental science; Architectural engineering; Waste management; Sustainability; Engineering; Geography; Archaeology; Ecology; Biology","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":[0.0001173699,0.00008229252,0.00009377584,0.00002142539,0.00009044973,0.00003655808,0.0001351536,0.00002823703,0.000002591075],"category_scores_gemma":[0.00003389679,0.0000310307,0.00001646357,0.0001497429,0.00005331404,0.00007733337,0.00001806845,0.00008173999,7.213866e-9],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002055142,"about_ca_system_score_gemma":0.00001135292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006078629,"about_ca_topic_score_gemma":0.0003041851,"domain_scores_codex":[0.9994713,0.000003633687,0.0001952371,0.0001362891,0.00009640245,0.00009713513],"domain_scores_gemma":[0.9996389,0.00009102756,0.00007619764,0.00001418695,0.0001604027,0.00001925275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003566443,0.00003118731,0.1030845,0.0006601857,0.0001015092,8.250815e-7,0.003456866,0.0007665647,0.4529455,0.3240616,0.00002811346,0.1145065],"study_design_scores_gemma":[0.0002759042,0.00006982353,0.9163399,0.0002920927,0.00001682235,0.000001928533,0.007869988,0.001912426,0.05067458,0.02107394,0.001297179,0.0001753888],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982713,0.0001118696,0.0002663735,0.0009302716,0.00002103029,0.0002655713,0.000004720661,0.000007538957,0.0001213606],"genre_scores_gemma":[0.999546,0.00005553337,0.0001877208,0.00001468607,0.00001063891,0.0000442346,0.000002319341,5.56047e-7,0.0001382932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8132555,"threshold_uncertainty_score":0.1265395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006903162648018427,"score_gpt":0.1959883442243182,"score_spread":0.1890851815762998,"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."}}