{"id":"W4382644727","doi":"10.54941/ahfe1003087","title":"Evaluating sustainable and green building designs using human factor approaches","year":2023,"lang":"en","type":"article","venue":"AHFE international","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data collection; Architectural engineering; Variety (cybernetics); Efficient energy use; Engineering; Government (linguistics); Zero-energy building; Post-occupancy evaluation; Building design; Construction engineering; Computer science","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":[0.0001434533,0.00008320275,0.00006451082,0.0001560098,0.0001212066,0.00006561611,0.0001052977,0.00004628443,0.00004454592],"category_scores_gemma":[0.00002259834,0.0000913373,0.00002097247,0.0001512453,0.00001534046,0.000221367,0.00006176672,0.00007193379,0.000001640598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007616347,"about_ca_system_score_gemma":0.000009500125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000668378,"about_ca_topic_score_gemma":0.000003560719,"domain_scores_codex":[0.9994287,0.0000115517,0.0001203722,0.000122443,0.0001528823,0.0001640005],"domain_scores_gemma":[0.9998127,0.00003310065,0.00002276415,0.00006603736,0.0000365283,0.00002889389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001803257,0.000004075202,0.001300339,0.00002248274,0.00004494511,0.000004373276,0.0002133511,0.9718226,0.008782437,0.01434733,0.00004899465,0.003407282],"study_design_scores_gemma":[0.0001415914,0.000009299862,0.001011195,0.0000171977,0.000006366294,0.000005549023,0.0001270997,0.9940091,0.001702073,0.002597586,0.0002620105,0.0001109053],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592,0.00003328752,0.03916892,0.00004024901,0.0001678255,0.0000592587,0.00000296338,0.0003075674,0.001019937],"genre_scores_gemma":[0.9914146,0.000006264976,0.007628686,0.00001144131,0.0001284016,0.00001203972,0.00002726212,0.00002375371,0.0007475733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03221459,"threshold_uncertainty_score":0.3724627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.200756881547472,"score_gpt":0.3446703563645391,"score_spread":0.1439134748170671,"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."}}