{"id":"W2162165743","doi":"10.3390/su4081711","title":"Energy Costs of Energy Savings in Buildings: A Review","year":2012,"lang":"en","type":"review","venue":"Sustainability","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Context (archaeology); Efficient energy use; Energy (signal processing); Yardstick; Architectural engineering; Environmental economics; Clearance; Embodied energy; Risk analysis (engineering); Object (grammar); Production (economics); Computer science; Operations management; Engineering; Business; Economics; Microeconomics; Artificial intelligence","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"],"consensus_categories":[],"category_scores_codex":[0.0005774366,0.0004479441,0.001683012,0.0002721662,0.00002546922,0.00001066922,0.0003782529,0.0004085483,0.0000580997],"category_scores_gemma":[0.0001509701,0.0004211711,0.0003804698,0.0009683176,0.00006644726,0.0001588741,0.0001150279,0.0002778645,4.354264e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001874968,"about_ca_system_score_gemma":0.0003002456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003574674,"about_ca_topic_score_gemma":0.00006431402,"domain_scores_codex":[0.9978987,0.0001854083,0.0009617571,0.0002838401,0.0001933441,0.0004769611],"domain_scores_gemma":[0.9986656,0.0001384141,0.0002191027,0.0006701277,0.0002081214,0.00009857754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001318448,0.00004658767,0.000009613485,0.08767847,0.00004038201,0.000002436968,0.00001063218,0.001765843,3.652776e-8,0.01391464,0.0002971804,0.8962328],"study_design_scores_gemma":[0.00005854135,0.00001184906,0.000001137245,0.01843303,0.0002501003,0.00000806715,0.000005569403,0.0002170369,0.000002534438,0.0005298252,0.9801091,0.0003732071],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003415281,0.9946597,0.004015333,0.00001242035,0.0002013857,0.0002647936,0.000009354858,0.000144365,0.0006892109],"genre_scores_gemma":[0.0007779122,0.9983159,0.0001791617,0.00003263031,0.00006546384,0.0002958913,0.00009993989,0.0000814837,0.0001515814],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9798119,"threshold_uncertainty_score":0.999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01247967313940987,"score_gpt":0.2664871357453445,"score_spread":0.2540074626059347,"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."}}