{"id":"W4220893019","doi":"10.1108/itp-08-2021-0585","title":"The prevalence of telework under Covid-19 in Canada","year":2022,"lang":"en","type":"article","venue":"Information Technology and People","topic":"Work-Family Balance Challenges","field":"Social Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University; Toronto Metropolitan University","funders":"","keywords":"Business; Downtown; Pandemic; Demographic economics; Real estate; Telecommuting; Coronavirus disease 2019 (COVID-19); Economic growth; Geography; Economics; Engineering; Work (physics); Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004554296,0.00003188413,0.00005619428,0.00009789999,0.0005526082,0.000007300957,0.0002388483,0.00004366476,0.0001355483],"category_scores_gemma":[0.000242725,0.00002821553,0.00000597362,0.0005819133,0.0001509653,0.0001393484,0.00008476449,0.0001566252,0.000001278078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003353378,"about_ca_system_score_gemma":0.001340785,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.397633,"about_ca_topic_score_gemma":0.9526598,"domain_scores_codex":[0.9994684,0.00005225384,0.0001460074,0.00004165769,0.0001628033,0.0001288864],"domain_scores_gemma":[0.999548,0.0002160359,0.00009341975,0.00009902532,0.00002027205,0.00002325969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001273057,0.000005805286,0.799773,0.00005153052,0.000004161679,2.960685e-7,0.01549923,0.0005279514,8.467537e-7,0.1743267,0.003015293,0.006782408],"study_design_scores_gemma":[0.0002663395,0.00002946428,0.3609228,0.000007037114,0.000003371146,0.000004405243,0.2407944,0.00004407311,0.00001109681,0.04199679,0.3558172,0.0001030132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720029,0.001043841,0.0001268007,0.02100543,0.0002048849,0.0002238421,0.00002397443,0.00006213484,0.005306202],"genre_scores_gemma":[0.9985692,0.000794326,0.00002541979,0.0003931249,0.000004054233,0.00004655808,0.000001297126,9.348568e-7,0.0001651152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5550268,"threshold_uncertainty_score":0.6063783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01051927954212323,"score_gpt":0.2572580453792268,"score_spread":0.2467387658371035,"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."}}