{"id":"W6892130796","doi":"10.48619/ais.v6i1.1173","title":"Designing Green Architecture Building that Blend with the Nature","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Sustainability; Built environment; Government (linguistics); Environmental quality; Human settlement; Procurement; Natural resource; Sustainable development; Architecture","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001011989,0.0004151987,0.0005695723,0.0007819267,0.0003973029,0.001393609,0.002699766,0.0001821217,0.0006178014],"category_scores_gemma":[0.00006535187,0.0002815193,0.0001410421,0.001419191,0.0001051702,0.0009381346,0.0005154993,0.001302851,0.000001646445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002085107,"about_ca_system_score_gemma":0.0001747201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001746077,"about_ca_topic_score_gemma":0.00002546259,"domain_scores_codex":[0.9979169,0.0001809753,0.0003900849,0.0003730606,0.0005857266,0.0005532402],"domain_scores_gemma":[0.9983901,0.0005431845,0.0002266642,0.0005393857,0.0001612044,0.0001394863],"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":[0.0004771288,0.0001970849,0.1447227,0.001389444,0.0026157,0.0004000878,0.001015008,0.1971006,0.3417839,0.002229747,0.1679115,0.1401571],"study_design_scores_gemma":[0.002439314,0.00004201174,0.2142037,0.00491155,0.0007781689,0.0001140746,0.002097451,0.003977648,0.5753123,0.0382724,0.1555768,0.002274545],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6284636,0.08353228,0.2603436,0.002148617,0.00144662,0.001994828,0.00002679923,0.0005154186,0.02152826],"genre_scores_gemma":[0.9942794,0.001440328,0.002704574,0.0004603497,0.0001500183,0.00006942789,0.000003237785,0.00007859936,0.0008140339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3658158,"threshold_uncertainty_score":0.9999637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07863002943918336,"score_gpt":0.4629391519420555,"score_spread":0.3843091225028721,"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."}}