{"id":"W4391388071","doi":"10.1111/capa.12550","title":"Public Service in Canada post‐COVID‐19 pandemic: Transitioning to hybrid work and its implementation challenges","year":2024,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Arts Research Board, McMaster University","keywords":"Work (physics); Pandemic; Coronavirus disease 2019 (COVID-19); Public service; 2019-20 coronavirus outbreak; Political science; Service (business); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public administration; Public relations; Business; Medicine; Engineering; Marketing; Virology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001377813,0.0001535723,0.0001374655,0.0006382032,0.0006479849,0.000994624,0.0002643508,0.0000911874,0.0008513454],"category_scores_gemma":[0.0006797914,0.0001832533,0.0000243446,0.001299539,0.00004535361,0.001141509,0.00001712187,0.0002403104,0.00001991821],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00300243,"about_ca_system_score_gemma":0.07938228,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9142764,"about_ca_topic_score_gemma":0.999961,"domain_scores_codex":[0.9975822,0.0002901836,0.0003419696,0.0004459729,0.0004985936,0.0008410994],"domain_scores_gemma":[0.9968707,0.0002020375,0.00004029893,0.000131802,0.0002345272,0.002520619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001667207,0.00002027473,0.006428206,0.0001341838,0.00003421868,0.0002204555,0.007137102,0.000002619523,0.00003134671,0.9086165,0.005204709,0.07215366],"study_design_scores_gemma":[0.000230864,0.00006229019,0.009778898,0.00002891502,0.000005978963,0.00003342314,0.01488063,0.0001643278,0.00001640547,0.0009577854,0.9735158,0.0003246591],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3239771,0.0005074042,0.00004834971,0.669706,0.0001909562,0.0005125793,0.0002611577,0.00007003139,0.004726485],"genre_scores_gemma":[0.9923998,0.000151151,0.0000213201,0.00646475,0.0002141352,0.0001375201,0.0002998442,0.00001554261,0.0002959334],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9683111,"threshold_uncertainty_score":0.9591182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1686187917619816,"score_gpt":0.3926710301781516,"score_spread":0.2240522384161699,"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."}}