{"id":"W4283696359","doi":"10.1038/s41597-022-01475-3","title":"A Global Building Occupant Behavior Database","year":2022,"lang":"en","type":"article","venue":"Scientific Data","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Carleton University","funders":"Dr B R Ambedkar National Institute of Technology Jalandhar; Università degli Studi di Perugia; Indian Institute of Technology Bombay; Università della Calabria; U.S. Department of Energy; Tongji University; Silesian University of Technology; Colorado School of Mines; RMIT University; Tsinghua University; Universidade de São Paulo; Technische Universität Wien; Aalborg Universitet; Universidade Federal de Santa Catarina; Center for the Built Environment; Swinburne University of Technology; University of Toronto; University of New South Wales; Khalifa University of Science, Technology and Research; Western Kentucky University; American Society of Heating, Refrigerating and Air-Conditioning Engineers; Beijing University of Technology; University of Texas at Austin; University of Texas at Arlington; Syddansk Universitet; National Science Foundation","keywords":"Database; Computer science; World Wide Web","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":[0.001358503,0.001284777,0.001415413,0.004639436,0.0005356648,0.001948316,0.002727038,0.001207539,0.008678684],"category_scores_gemma":[0.003973868,0.000649093,0.001056671,0.007110927,0.0002507967,0.002227663,0.001767504,0.001011325,0.009098161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009443145,"about_ca_system_score_gemma":0.001875021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01139437,"about_ca_topic_score_gemma":0.01115236,"domain_scores_codex":[0.9984498,0.0001779325,0.0003535786,0.0004323693,0.0004778444,0.0001083928],"domain_scores_gemma":[0.9968412,0.0004298481,0.0003271999,0.001099014,0.001013738,0.0002890124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008238216,0.0007521202,0.07351446,0.002706338,0.0004409408,0.0005523971,0.0005645803,0.02926883,0.007013638,0.01204407,0.6818216,0.1904972],"study_design_scores_gemma":[0.0002699027,0.0002272906,0.09047609,0.0004752785,0.0002190148,0.0007390107,0.0007212811,0.05434919,0.009798241,0.00835529,0.8341462,0.0002231401],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01225165,0.0004317313,0.01790399,0.000173052,0.00005543749,0.0003046051,0.9557043,0.0086975,0.004477753],"genre_scores_gemma":[0.01606371,0.0001986566,0.01162178,0.00007740797,0.00001206992,0.0003002138,0.9708054,0.0001815818,0.0007391698],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01139437,"threshold_uncertainty_score":0.02903306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03695447322705658,"score_gpt":0.2720786608106723,"score_spread":0.2351241875836157,"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."}}