{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001379791,0.0001197999,0.0001339631,0.000162956,0.0005095583,0.00008690081,0.00004664921,0.00002696707,0.0001263536],"category_scores_gemma":[0.00002353083,0.0001259616,0.00002076503,0.0001721014,0.00003588884,0.0001041245,0.00009635226,0.0002096385,3.017068e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002822199,"about_ca_system_score_gemma":0.00006704727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001745393,"about_ca_topic_score_gemma":0.000004025918,"domain_scores_codex":[0.9992526,0.00003857468,0.0001114388,0.0001421265,0.0001625177,0.0002927773],"domain_scores_gemma":[0.9997115,0.00005424826,0.0000130778,0.0001077544,0.00001824092,0.00009522857],"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":[0.0002081653,0.00006704735,0.02089907,0.001696618,0.0004563439,0.0001102168,0.05845335,0.02857741,0.008902854,0.2145981,0.04009996,0.6259308],"study_design_scores_gemma":[0.0002070978,0.00005943949,0.001035324,0.000008853146,0.000006610577,0.00001588931,0.02037616,0.00136004,0.0002080471,0.002197357,0.9743707,0.0001544455],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739703,0.01598434,0.002108424,0.0009185997,0.0006452146,0.0002158283,0.0003888821,0.0007017782,0.005066609],"genre_scores_gemma":[0.9932948,0.001146634,0.002368054,0.00003750806,0.0002314432,0.00006458755,0.000008418812,0.00002602871,0.002822551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9342708,"threshold_uncertainty_score":0.5136566,"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."}}