{"id":"W4248174038","doi":"10.31234/osf.io/gkwme","title":"COVID-19 and the Workplace: Implications, Issues, and Insights for Future Research and Action","year":2020,"lang":"en","type":"preprint","venue":"","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":165,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Globe; Coronavirus disease 2019 (COVID-19); Scope (computer science); Action (physics); Work (physics); Teamwork; Collective action; Psychology; Unemployment; Public relations; Distancing; Sociology; Social psychology; Political science; Medicine; Computer science; Economic growth; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02420377,0.0005773604,0.0007723274,0.003828141,0.003699209,0.01069477,0.00193156,0.00407963,0.0217081],"category_scores_gemma":[0.04438542,0.0002940208,0.0009321745,0.006689314,0.00630145,0.007464451,0.007436844,0.005943086,0.002026545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007974487,"about_ca_system_score_gemma":0.01262958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02090469,"about_ca_topic_score_gemma":0.02700393,"domain_scores_codex":[0.9901364,0.005869304,0.00042242,0.0005428074,0.001862903,0.001166051],"domain_scores_gemma":[0.9350562,0.04522481,0.004476707,0.002298483,0.008341145,0.004602624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001455557,0.0003030634,0.05563186,0.00175908,0.00009086649,0.0005430051,0.005009339,0.003047729,0.0001992028,0.5218921,0.1735787,0.2377995],"study_design_scores_gemma":[0.00003100479,0.0001709101,0.04212245,0.009168099,0.00004143336,0.0004346012,0.03435957,0.002892664,0.000377329,0.3034143,0.606828,0.0001596936],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04174384,0.1124921,0.01917876,0.661956,0.007850821,0.0002619876,0.00290105,0.000205926,0.1534095],"genre_scores_gemma":[0.6937563,0.1547171,0.03624096,0.07745213,0.009295275,0.0009491266,0.003738435,0.0002878997,0.02356273],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02420377,"threshold_uncertainty_score":0.1280032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2395950229942155,"score_gpt":0.4084995013650989,"score_spread":0.1689044783708834,"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."}}