{"id":"W2286621251","doi":"10.1016/j.rser.2016.01.130","title":"Exploring the advantages and challenges of double-skin façades (DSFs)","year":2016,"lang":"en","type":"article","venue":"Renewable and Sustainable Energy Reviews","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":227,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"Universiti Malaya; Charles Darwin University; Univerzita Karlova v Praze","keywords":"Efficient energy use; Architectural engineering; Computer science; Engineering; Process engineering; Electrical engineering","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":[0.0003358074,0.0001566737,0.0002811608,0.00007163738,0.0001117149,0.0000222968,0.0001038002,0.00004485429,0.000008602205],"category_scores_gemma":[0.00001683464,0.00008618111,0.00004218076,0.0001365919,0.0000536658,0.0003834451,0.00006857437,0.00003439934,1.997865e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002095162,"about_ca_system_score_gemma":0.00001000028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002262437,"about_ca_topic_score_gemma":0.00006668093,"domain_scores_codex":[0.9992025,0.00003777396,0.0002417952,0.0001643092,0.00007234053,0.0002812071],"domain_scores_gemma":[0.9995587,0.00006936346,0.00005044138,0.0002351933,0.0000344896,0.00005182613],"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":[0.00003813626,0.00002338872,0.0001570306,0.001912422,0.0000858716,0.000008720564,0.0004758411,0.08833717,0.001333317,0.2521091,0.0006038068,0.6549152],"study_design_scores_gemma":[0.0005009518,0.00004676348,0.000098882,0.0003602945,0.00003620997,0.00001313839,0.0007030271,0.0009960007,0.01109798,0.001909136,0.9839857,0.0002519648],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1061022,0.8573781,0.02303554,0.001062938,0.0002597898,0.0003591975,0.000002247737,0.0002422739,0.0115577],"genre_scores_gemma":[0.3638305,0.6338167,0.0001850943,0.00001506944,0.00004827954,0.0001002274,9.093263e-7,0.0000180415,0.001985098],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9833819,"threshold_uncertainty_score":0.3514364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04840767080357675,"score_gpt":0.2229739350318266,"score_spread":0.1745662642282498,"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."}}