{"id":"W4387087571","doi":"10.1115/es2023-106807","title":"Occupant Behavior Modeling for Building Performance Simulation: Review of the Recent Advances and Research Trends","year":2023,"lang":"en","type":"article","venue":"","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Key (lock); Representation (politics); Data science; Work (physics); Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002560419,0.001321016,0.001486312,0.003246473,0.0003019546,0.001896744,0.001534969,0.0009687985,0.003279404],"category_scores_gemma":[0.003820115,0.0005969162,0.001594358,0.004440917,0.0004985518,0.001628931,0.001010974,0.001158231,0.001077801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008425958,"about_ca_system_score_gemma":0.002128042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005609823,"about_ca_topic_score_gemma":0.004524934,"domain_scores_codex":[0.9990475,0.0003059721,0.0001245051,0.0001414422,0.0003359427,0.00004463812],"domain_scores_gemma":[0.9962209,0.002639288,0.0002512414,0.0001007941,0.0007161972,0.00007157629],"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":[0.00009358957,0.0002024878,0.003685029,0.03816065,0.0003898666,0.0001473749,0.0003417884,0.04139049,0.001888416,0.02053706,0.0123642,0.8807991],"study_design_scores_gemma":[0.00003538994,0.0006027655,0.009203365,0.03443427,0.001490116,0.000729584,0.001063417,0.07465078,0.003974265,0.02307987,0.8504461,0.0002900338],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002744192,0.972663,0.01917263,0.0009301563,0.0003817183,0.00004274726,0.0002269406,0.0001067508,0.003731762],"genre_scores_gemma":[0.01882042,0.9704511,0.009257145,0.0001737173,0.0003468514,0.00005193617,0.0002794057,0.00003341395,0.0005860784],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005609823,"threshold_uncertainty_score":0.01354098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09343126106703334,"score_gpt":0.3775248012462158,"score_spread":0.2840935401791825,"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."}}