{"id":"W3044300047","doi":"10.1016/j.enbuild.2020.110298","title":"Does telecommuting save energy? A critical review of quantitative studies and their research methods","year":2020,"lang":"en","type":"review","venue":"Energy and Buildings","topic":"Work-Family Balance Challenges","field":"Social Sciences","cited_by":162,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Telecommuting; Environmental science; Energy (signal processing); Engineering; Computer science; Statistics; Mechanical engineering; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.005893644,0.0003582749,0.002259719,0.0001714637,0.0006193967,0.00006415907,0.0004324756,0.000288635,0.0000239592],"category_scores_gemma":[0.00808931,0.0001998965,0.0002241693,0.0007855193,0.002061694,0.0001396969,0.0005566946,0.0004947455,5.195679e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009364627,"about_ca_system_score_gemma":0.0002747086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004332458,"about_ca_topic_score_gemma":0.0003419682,"domain_scores_codex":[0.9936234,0.004255969,0.0006220957,0.0006163855,0.0003759681,0.0005061868],"domain_scores_gemma":[0.9858021,0.01310735,0.0002741796,0.0002219718,0.000421113,0.0001732778],"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":[0.00000269581,0.00001166286,0.000002181401,0.03183912,0.0001788113,0.000003872941,0.003772917,5.473499e-9,0.000001469585,0.1804492,0.0008271863,0.7829109],"study_design_scores_gemma":[0.00003078446,0.00006831666,5.845038e-7,0.09664448,0.0001341326,0.000003083678,0.007894998,3.743547e-7,0.000008893734,0.01080887,0.8841812,0.0002242719],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002204912,0.9949646,0.0002339101,0.00185441,0.0002107739,0.0001496402,0.00001140641,0.00004259185,0.002530463],"genre_scores_gemma":[0.00002961237,0.9891164,0.009987696,0.0001753597,0.0003185408,0.00009403077,0.000003502868,0.00003304858,0.0002418137],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.883354,"threshold_uncertainty_score":0.9684243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2738748803855586,"score_gpt":0.5430757613552816,"score_spread":0.2692008809697229,"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."}}