{"id":"W4388025966","doi":"10.32508/stdjelm.v7i1.1127","title":"COVID and work from home trends: Practices and recommendations in protecting employees","year":2023,"lang":"en","type":"article","venue":"Science & Technology Development Journal - Economics - Law and Management","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Quarter (Canadian coin); Context (archaeology); Business; Coronavirus disease 2019 (COVID-19); Pandemic; Right to work; Public relations; Political science; Medicine; Engineering; 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":[0.01546198,0.0008279044,0.0009743,0.002758356,0.005967597,0.007569612,0.003697038,0.00597851,0.009168413],"category_scores_gemma":[0.04023505,0.000549993,0.001571025,0.002425136,0.00173395,0.007377228,0.006464378,0.006956189,0.002940056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0046124,"about_ca_system_score_gemma":0.04080312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04732965,"about_ca_topic_score_gemma":0.0700319,"domain_scores_codex":[0.9876017,0.006905368,0.00121597,0.0007158099,0.001824865,0.001736381],"domain_scores_gemma":[0.9623854,0.009683548,0.003031085,0.001211824,0.01151935,0.01216889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001387571,0.0009499259,0.1001153,0.006255214,0.0001361905,0.001212959,0.03014243,0.0003673344,0.000568062,0.004566391,0.363036,0.4925114],"study_design_scores_gemma":[0.0001024816,0.0005172233,0.09736765,0.02768569,0.0002810218,0.000857532,0.2540746,0.001012299,0.0009378816,0.008249132,0.6085788,0.0003356539],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04019343,0.08229101,0.005686159,0.813458,0.01023209,0.001374743,0.001537985,0.0007408363,0.04448562],"genre_scores_gemma":[0.4371926,0.2267462,0.07162609,0.2046352,0.005996657,0.007658275,0.00338497,0.0004449335,0.0423151],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04732965,"threshold_uncertainty_score":0.09410834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05753875986443908,"score_gpt":0.2958835712761469,"score_spread":0.2383448114117078,"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."}}