{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004705491,0.0004247177,0.00189411,0.0003842463,0.00009879764,0.00005297237,0.0003975148,0.0002004195,0.00001666376],"category_scores_gemma":[0.0000776672,0.0003824607,0.0002642162,0.001291918,0.00004649569,0.0002176963,0.0002504671,0.0001338649,1.973826e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000965253,"about_ca_system_score_gemma":0.00008835606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001046052,"about_ca_topic_score_gemma":0.000004764698,"domain_scores_codex":[0.9981388,0.00005683335,0.0007203048,0.0006273335,0.0001744991,0.0002821576],"domain_scores_gemma":[0.9988804,0.000180173,0.000278406,0.0004577236,0.00007286708,0.0001303836],"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":[0.000005983208,0.00001154677,0.000001939695,0.1292272,0.00185064,0.000003520145,0.00001497406,0.000005459296,0.000009994919,0.000764157,0.01182951,0.856275],"study_design_scores_gemma":[0.0001605041,0.00005080666,4.138412e-7,0.02003141,0.006337346,0.000009188941,0.000007123087,0.002736873,0.00001553962,0.0001139815,0.9701813,0.0003554682],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001599011,0.9656105,0.0334792,0.00006108444,0.00008594611,0.0004493788,0.000113596,0.00009398105,0.0001047036],"genre_scores_gemma":[0.0000107319,0.9930472,0.005746851,0.0001112326,0.00009904679,0.0001406821,0.0005481826,0.00006361202,0.0002324618],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9583519,"threshold_uncertainty_score":0.9998627,"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."}}