{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005251043,0.000200985,0.0001697994,0.0007592342,0.001549723,0.004091158,0.0002460683,0.001193819,0.003044912],"category_scores_gemma":[0.0004583977,0.0001648762,0.0002098991,0.001593939,0.003168802,0.003655679,0.002103926,0.0006170574,0.0003816963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001951744,"about_ca_system_score_gemma":0.0008971996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003901118,"about_ca_topic_score_gemma":0.007112412,"domain_scores_codex":[0.9993469,0.0003029247,0.00001649778,0.00004076518,0.0001543869,0.0001385085],"domain_scores_gemma":[0.9997382,0.0001343049,0.00002989456,0.00002569666,0.00003754535,0.00003435302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002216877,0.00003405209,0.004102682,0.0002033425,0.00001054718,0.0007955354,0.004062172,0.004498566,0.0009035029,0.9417089,0.004943274,0.03871521],"study_design_scores_gemma":[0.00001203435,0.00006369083,0.01018481,0.0004602349,0.00002610082,0.0009173127,0.01506562,0.005077338,0.002764516,0.3265901,0.638799,0.00003922059],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2266311,0.04610088,0.01453028,0.01840553,0.0003267515,0.00006148403,0.0001426081,0.00006943572,0.6937319],"genre_scores_gemma":[0.9677373,0.01497846,0.002139387,0.0004540576,0.00008583934,0.00001941467,0.0000292184,0.00001483484,0.01454151],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004091158,"threshold_uncertainty_score":0.01416093,"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."}}