{"id":"W3158927529","doi":"","title":"THE IMPACT OF WORKING FROM HOME ON PRODUCTIVITY. A STUDY ON THE PANDEMIC PERIOD","year":2020,"lang":"en","type":"article","venue":"Annals of Faculty of Economics","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Productivity; Pandemic; Work (physics); Quarter (Canadian coin); Worry; Mental health; Business; Psychology; Public relations; Coronavirus disease 2019 (COVID-19); Medicine; Political science; Engineering; Economic growth; Geography; Anxiety; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001125757,0.0002308857,0.0007535443,0.00009738519,0.0001082839,0.00004556128,0.0006552754,0.00008527845,0.00005786752],"category_scores_gemma":[0.00110271,0.0001652941,0.0003799331,0.000193037,0.0001637289,0.0001313716,0.0001200267,0.0002608396,0.00005012312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007414081,"about_ca_system_score_gemma":0.00009292622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007887882,"about_ca_topic_score_gemma":0.00006728148,"domain_scores_codex":[0.9982166,0.0000509956,0.0009510701,0.0004368682,0.00004601492,0.0002984126],"domain_scores_gemma":[0.9972661,0.0006503075,0.001266942,0.0006669497,0.00005784303,0.00009193242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009062117,0.0006745767,0.954477,0.00002440842,0.001204327,9.648247e-7,0.0150422,0.01156479,0.0001929106,0.008137453,0.003000978,0.004774189],"study_design_scores_gemma":[0.001465709,0.002739847,0.9638547,0.00006872167,0.00002450426,7.610512e-7,0.002428568,0.003102847,0.001603608,0.0195161,0.004732548,0.0004620551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898986,0.0002863833,0.00001029177,0.007516891,0.0001071851,0.0005141075,0.0007347653,0.00001292988,0.0009188256],"genre_scores_gemma":[0.9990409,0.0002509593,0.00001227418,0.0004898137,0.0001241612,0.0000116201,0.00001123293,0.00002575252,0.00003328917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01261363,"threshold_uncertainty_score":0.6740496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3514549553772998,"score_gpt":0.3508078378126146,"score_spread":0.0006471175646852179,"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."}}