{"id":"W3047700600","doi":"10.1016/j.enbuild.2020.110367","title":"A review of data collection and analysis requirements for certified green buildings","year":2020,"lang":"en","type":"review","venue":"Energy and Buildings","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"Natural Resources Canada","keywords":"Certification; Post-occupancy evaluation; Data collection; Green building; Gap analysis (conservation); Computer science; Engineering; Risk analysis (engineering); Architectural engineering; Business","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02601021,0.001244547,0.002774128,0.009089816,0.0008069944,0.003181354,0.003318681,0.001991336,0.004206187],"category_scores_gemma":[0.04795442,0.0009845148,0.001981359,0.007564547,0.001719532,0.003502521,0.001846311,0.002793194,0.002046974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00430279,"about_ca_system_score_gemma":0.02098233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01249922,"about_ca_topic_score_gemma":0.02634873,"domain_scores_codex":[0.9881166,0.003171974,0.002969082,0.0008407436,0.0045936,0.0003080683],"domain_scores_gemma":[0.9354082,0.04089897,0.004714526,0.001496891,0.01682462,0.0006567514],"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":[0.0000642415,0.00006383489,0.0004483785,0.1009645,0.0001462819,0.0001106258,0.00019476,0.0003448036,0.001392918,0.009123726,0.04027728,0.8468686],"study_design_scores_gemma":[0.00002303898,0.00008997074,0.00203254,0.07752512,0.0004110859,0.0002986521,0.0001901245,0.0001516337,0.001171809,0.002301941,0.9157595,0.00004445443],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004101845,0.9843549,0.004475861,0.003209811,0.0008744564,0.0004304034,0.001169336,0.00007150073,0.005003546],"genre_scores_gemma":[0.002287492,0.9833574,0.009645171,0.001936513,0.0002337429,0.000363736,0.00109391,0.00003510122,0.001046955],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02601021,"threshold_uncertainty_score":0.1375568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07641180932811087,"score_gpt":0.3354270732552991,"score_spread":0.2590152639271883,"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."}}