{"id":"W4212939767","doi":"10.3390/su14042180","title":"Capturing Changes in Residential Occupant Behavior Due to Work from Home in Japan as a Consequence of the COVID-19 Pandemic","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Consumption (sociology); Quarter (Canadian coin); Electricity; Questionnaire; Energy consumption; Coronavirus disease 2019 (COVID-19); Pandemic; Business; Environmental health; Air conditioning; Demographic economics; Psychology; Socioeconomics; Medicine; Geography; Engineering; Economics; Sociology; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005316398,0.0003420105,0.0003041081,0.0009240642,0.0005093745,0.0005791354,0.0003875904,0.0004584916,0.0006765443],"category_scores_gemma":[0.001262702,0.0002244836,0.0004030379,0.001068356,0.0002010118,0.0003622323,0.0007250223,0.0003445072,0.0001924459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008189284,"about_ca_system_score_gemma":0.0005289193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05186324,"about_ca_topic_score_gemma":0.09625854,"domain_scores_codex":[0.9996202,0.00008982901,0.00005365951,0.00009047348,0.00005182351,0.00009402389],"domain_scores_gemma":[0.9992478,0.0000560557,0.0003105115,0.00004055787,0.0001667095,0.0001783425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004407328,0.00005426687,0.993874,0.00004187065,0.00003181259,0.0001111755,0.001093956,0.00009289267,0.0004693856,0.000008663807,0.0004184899,0.003759548],"study_design_scores_gemma":[6.858355e-7,0.00002452337,0.998363,0.000004295483,0.000007551141,0.00001869423,0.001264238,0.0001358578,0.00003074342,0.00000338921,0.0001440393,0.000002915951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982637,0.00008997906,0.0001414081,0.00005378319,0.000009765984,0.00002959457,0.0009637118,0.000006712101,0.0004413253],"genre_scores_gemma":[0.9973195,0.0001394023,0.0003952699,0.00006414337,0.00001259228,0.00007883187,0.001541364,0.000003071189,0.0004458062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05186324,"threshold_uncertainty_score":0.1031228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01641703171421212,"score_gpt":0.2598262726156572,"score_spread":0.2434092409014451,"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."}}