{"id":"W7164121158","doi":"10.5281/zenodo.20621074","title":"Energy Efficiency and Resource Conservation in Indian Green Buildings: A Study of GRIHA-Rated Projects","year":2017,"lang":"en","type":"article","venue":"Open MIND","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Sustainability; Resource efficiency; Efficient energy use; Resource (disambiguation); Energy conservation; Energy consumption; Per capita; Natural resource; Sustainable development; Urbanization","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":[],"consensus_categories":[],"category_scores_codex":[0.0002986817,0.00009174824,0.0001563091,0.0001199451,0.00009422284,0.0001722078,0.000307422,0.00004251181,0.00001878464],"category_scores_gemma":[0.00003491305,0.00009104298,0.000007590131,0.000118767,0.00002955414,0.000199295,0.0001294453,0.00006400787,8.646933e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000413537,"about_ca_system_score_gemma":0.00004824838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002891295,"about_ca_topic_score_gemma":0.0008864317,"domain_scores_codex":[0.9993746,0.00003288088,0.0001741239,0.0001687717,0.0000971503,0.0001524701],"domain_scores_gemma":[0.9995875,0.00003010383,0.00007260682,0.0002469328,0.00002839714,0.00003443674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002694397,0.001682329,0.3155238,0.0003287118,0.0002264365,0.0006951846,0.05741118,0.00854719,0.02465367,0.0003588895,0.00106932,0.5892339],"study_design_scores_gemma":[0.02573398,0.004030641,0.4817985,0.00185986,0.0002067215,0.0000694742,0.1355138,0.1950203,0.089086,0.0008250815,0.06296369,0.00289201],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952787,0.00002901288,0.0001011574,0.00004918632,0.00002365821,0.000421655,0.000001858166,0.000003462313,0.004091368],"genre_scores_gemma":[0.9992485,0.000003414979,0.0003797067,0.000006995562,0.00001058356,0.00002811993,0.00000233756,0.0000113608,0.0003090054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5863419,"threshold_uncertainty_score":0.4370793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03013619462551934,"score_gpt":0.2850693427448985,"score_spread":0.2549331481193792,"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."}}