{"id":"W2892132801","doi":"10.3390/su10093331","title":"Application of Wall and Insulation Materials on Green Building: A Review","year":2018,"lang":"en","type":"review","venue":"Sustainability","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Sustainability; Architectural engineering; Thermal insulation; Green building; Energy consumption; Embodied energy; Software deployment; Building material; Resource efficiency; Building construction; Efficient energy use; Natural resource; Zero-energy building; Construction engineering; Civil engineering; Engineering; Materials science; Nanotechnology","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":[0.001043983,0.0003856646,0.00133099,0.0001748912,0.00004519236,0.00002432816,0.0002157889,0.0002357274,0.00001946106],"category_scores_gemma":[0.0002294998,0.0003341351,0.0001515454,0.0003741907,0.00008921503,0.00007771533,0.00007404907,0.0001642337,0.000004359782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001086634,"about_ca_system_score_gemma":0.0002584861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000890698,"about_ca_topic_score_gemma":4.589265e-7,"domain_scores_codex":[0.9980865,0.0002023268,0.0007980471,0.0004263684,0.0002010429,0.0002857367],"domain_scores_gemma":[0.9984476,0.0001496552,0.0002579131,0.0006834478,0.0003882325,0.00007317044],"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":[0.000003351398,0.00002843542,0.000004291372,0.3639972,0.0000478248,0.000001446209,0.00001750761,0.000005615111,0.000003854174,0.001968178,0.0002054667,0.6337168],"study_design_scores_gemma":[0.00008816097,0.00008406994,0.00006058371,0.01338573,0.000364281,0.00000460118,0.000007939994,0.0001371996,0.00002462014,0.005132234,0.9803626,0.0003479641],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002040299,0.9947429,0.00176009,0.00005682006,0.00007442405,0.002919114,0.00002130296,0.0001509892,0.00007034239],"genre_scores_gemma":[0.001719104,0.997304,0.0002136761,0.00002400014,0.00009519098,0.0004712304,0.00005786242,0.00006024167,0.00005468656],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9801571,"threshold_uncertainty_score":0.9999111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01929788359878279,"score_gpt":0.3235580619521463,"score_spread":0.3042601783533634,"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."}}