{"id":"W4378416652","doi":"10.29169/1927-5129.2023.19.07","title":"Optimization and Economic Analysis of Green Public Building Envelope Structure in Chongqing","year":2023,"lang":"en","type":"article","venue":"Journal of Basic & Applied Sciences","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Energy consumption; Energy conservation; Environmental economics; Envelope (radar); Consumption (sociology); Building envelope; Architectural engineering; Sustainable development; Key (lock); China; Environmentally friendly; Zero-energy building; Civil engineering; Research Object; Efficient energy use; Environmental science; Business; Computer science; Thermal; Engineering; Geography; Telecommunications; Economics; Meteorology; Political science; Ecology","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":[0.0004589834,0.00006433646,0.0001933299,0.001029118,0.0000530547,0.00004612759,0.0001525744,0.00004123491,0.00002438704],"category_scores_gemma":[0.000008755031,0.00005687228,0.0000323182,0.001584167,0.00005257706,0.0002641845,0.00002224129,0.00008097566,9.373866e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003788801,"about_ca_system_score_gemma":0.00003506881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001452208,"about_ca_topic_score_gemma":0.0000540875,"domain_scores_codex":[0.9993592,0.000009017884,0.0002946657,0.00008659111,0.0001314334,0.000119128],"domain_scores_gemma":[0.9997192,0.00004563521,0.0001355975,0.00004902459,0.00001727495,0.00003326769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001607268,0.000001719388,0.004909651,0.000006720904,0.00005233106,5.358447e-7,0.0001394645,0.9885277,0.002221654,0.001281555,0.000008069004,0.002848971],"study_design_scores_gemma":[0.0001205932,0.00001057811,0.00805294,0.00001234206,0.00004156056,0.000002401842,0.0001449966,0.9896541,0.001491331,0.0003809349,0.00002195065,0.00006629193],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851883,0.00007336289,0.01430903,0.00006903878,0.0001067323,0.00002371467,0.000001802234,0.00001873475,0.0002092769],"genre_scores_gemma":[0.9885148,0.0001252541,0.01131068,0.000008639828,0.00002944527,7.37836e-7,0.000001908477,0.000005053497,0.000003415543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003326557,"threshold_uncertainty_score":0.2319184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012807508989715,"score_gpt":0.2208305746453178,"score_spread":0.2080230656556028,"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."}}