{"id":"W2494525514","doi":"10.24102/ijes.v5i2.673","title":"The Role of Energy in Buildings in Smart Cities","year":2016,"lang":"en","type":"article","venue":"International Journal of Environment and Sustainability","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architectural engineering; Energy (signal processing); Engineering; Physics","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":[0.0002213121,0.00004766519,0.00008271915,0.00009041513,0.000008840705,0.00000844839,0.0001485908,0.00002946427,0.00001166635],"category_scores_gemma":[0.00008544527,0.00002818983,0.00002886599,0.00002074295,0.0001324646,0.00009598992,0.00005044474,0.00005421673,7.33743e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002328058,"about_ca_system_score_gemma":0.00001030806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003464116,"about_ca_topic_score_gemma":0.00003029938,"domain_scores_codex":[0.9994864,0.00001258465,0.0002466304,0.00004100161,0.0001291486,0.00008423827],"domain_scores_gemma":[0.9997223,0.0001342444,0.00004750369,0.00005595509,0.00002824701,0.00001171836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005705252,0.00002955293,0.8484891,0.000007184278,0.00003089805,0.00001478884,0.0002085416,0.000792212,0.0007025439,0.01524381,0.00002663716,0.1343977],"study_design_scores_gemma":[0.00100791,0.0001155239,0.5694617,0.00007325418,0.000004902643,0.00002362511,0.006217203,0.0005204898,0.01143814,0.2864228,0.1245727,0.0001416503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971073,0.0009846224,0.0004880754,0.001114506,0.00007946149,0.00002108428,0.000001414476,0.000004047507,0.000199483],"genre_scores_gemma":[0.9977627,0.002132436,0.00003823091,0.000004619017,0.00001831071,0.000002724073,8.271812e-8,0.000003034432,0.00003781081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2790274,"threshold_uncertainty_score":0.1149548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002569580070393887,"score_gpt":0.179774143559447,"score_spread":0.1772045634890531,"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."}}