{"id":"W4413631192","doi":"10.64628/aam.vvjuewafy","title":"To create a better work environment after COVID-19, we must truly hear employees","year":2021,"lang":"en","type":"article","venue":"","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Acadia University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Work (physics); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Work environment; Business; Engineering; Virology; Medicine; Mechanical 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":[0.0108088,0.0006980564,0.0009243829,0.001319227,0.009000354,0.01522342,0.001577404,0.01293374,0.05764842],"category_scores_gemma":[0.05223471,0.0005400883,0.0008060568,0.0007202486,0.004104847,0.01049129,0.007730409,0.02028367,0.02878408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005274345,"about_ca_system_score_gemma":0.02452525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01874513,"about_ca_topic_score_gemma":0.02914196,"domain_scores_codex":[0.988981,0.002755492,0.0003175392,0.0004523188,0.00293688,0.004556841],"domain_scores_gemma":[0.9134877,0.01119842,0.003851452,0.002502015,0.01737555,0.05158478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007262613,0.0002269877,0.004354357,0.00009418502,0.0000147033,0.0002031444,0.001153016,0.0001185044,0.0004306501,0.0171343,0.9429396,0.03325795],"study_design_scores_gemma":[0.00004027254,0.0001297674,0.008556765,0.0003546657,0.000009760103,0.0001483401,0.01171087,0.0001985686,0.0002836232,0.01747764,0.9609719,0.0001177382],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003598326,0.001508823,0.001543604,0.9432423,0.02051871,0.00005554688,0.0002418883,0.0001930456,0.02909773],"genre_scores_gemma":[0.1313881,0.004371242,0.006132423,0.6301411,0.0251513,0.000312156,0.000815318,0.0007015262,0.2009867],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05764842,"threshold_uncertainty_score":0.1928532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05069648181232912,"score_gpt":0.2546265432953724,"score_spread":0.2039300614830433,"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."}}