{"id":"W4414597828","doi":"10.1080/13668803.2025.2564253","title":"Too many roles, not enough time: a comparative case study of the impact of the COVID-19 pandemic on Canadian and Brazilian professors work roles","year":2025,"lang":"en","type":"article","venue":"Community Work & Family","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Global Affairs Canada","keywords":"Comparative case; Pandemic; Work (physics); Comparative research; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001050345,0.000139799,0.0002565711,0.00006997487,0.002051238,0.00004464149,0.0007517481,0.00008130676,0.00002656642],"category_scores_gemma":[0.0002054299,0.00009019373,0.00007224714,0.001169868,0.0004318694,0.00005818803,0.0001748793,0.0005226253,0.000004458584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006440892,"about_ca_system_score_gemma":0.002854933,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6525672,"about_ca_topic_score_gemma":0.7459114,"domain_scores_codex":[0.9970267,0.002070602,0.0002658479,0.0001206293,0.0002744325,0.0002417677],"domain_scores_gemma":[0.998157,0.0007570432,0.0001986316,0.0006250492,0.000107883,0.0001544087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004724146,0.0002996698,0.6489047,0.000005991717,0.0000711227,0.000001905327,0.3344196,0.0001216005,0.000006878968,0.000193677,0.01534203,0.0005855244],"study_design_scores_gemma":[0.0003305674,0.00004662815,0.820034,0.0001024929,0.000020818,0.00000109199,0.1736206,0.000001302394,0.000005553383,0.0001455266,0.005605049,0.00008631144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910184,0.0001773711,6.885707e-7,0.0026329,0.0001450101,0.0008200466,0.00002345171,0.00001459815,0.005167578],"genre_scores_gemma":[0.9956975,0.00002190491,0.0000105231,0.001727942,0.0000134796,0.00003209024,0.000001826463,0.000005012448,0.00248975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1711293,"threshold_uncertainty_score":0.999248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09454567880013742,"score_gpt":0.4045080996756152,"score_spread":0.3099624208754778,"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."}}