{"id":"W4303983679","doi":"10.1108/f-06-2022-0087","title":"Building retro-commissioning standard and policy: status quo and future directions","year":2022,"lang":"en","type":"article","venue":"Facilities","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bespoke; Status quo; Originality; Statutory law; Economics; Public administration; Public relations; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.08979698,0.001137318,0.0028377,0.004965566,0.003312646,0.02099868,0.004501105,0.01120366,0.01010725],"category_scores_gemma":[0.1186762,0.0007107604,0.001740086,0.005820346,0.01929595,0.03401387,0.007811649,0.01366855,0.002458358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01460384,"about_ca_system_score_gemma":0.06215777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008961317,"about_ca_topic_score_gemma":0.008043199,"domain_scores_codex":[0.9480935,0.02390332,0.004652439,0.005831644,0.01502712,0.002492022],"domain_scores_gemma":[0.8127586,0.127406,0.01093103,0.008841597,0.03702536,0.003037463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009441782,0.0001253682,0.001043034,0.01385625,0.0000765136,0.00008829645,0.002887537,0.001613375,0.0004002097,0.7266721,0.03534384,0.2177991],"study_design_scores_gemma":[0.00002842629,0.0001548178,0.001547791,0.04762951,0.0001220519,0.000168713,0.01094609,0.001452346,0.0007405122,0.3500605,0.5870163,0.0001330043],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004815581,0.4826647,0.0265614,0.4328243,0.01441392,0.0002540148,0.000485205,0.000230765,0.0377501],"genre_scores_gemma":[0.2003703,0.6249316,0.05027753,0.1013916,0.01045974,0.001074531,0.0008123002,0.0003464061,0.01033594],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08979698,"threshold_uncertainty_score":0.4748974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007239604716665979,"score_gpt":0.2376026377280942,"score_spread":0.2303630330114282,"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."}}