{"id":"W4303446559","doi":"10.7202/1091588ar","title":"Control and Insecurity in Australian and Canadian Universities during the COVID-19 Pandemic","year":2022,"lang":"en","type":"article","venue":"Relations industrielles","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; McMaster University","funders":"","keywords":"Restructuring; Job security; Higher education; Political science; Job satisfaction; Happiness; Pandemic; Public relations; Work (physics); Economic growth; Coronavirus disease 2019 (COVID-19); Psychology; Economics; Medicine; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004511619,0.000283207,0.0005461148,0.00181173,0.02006472,0.00614658,0.001438163,0.00133479,0.002538837],"category_scores_gemma":[0.009472004,0.0003401894,0.0003310968,0.00359287,0.00673652,0.001660281,0.007560515,0.002266835,0.0002135863],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04851372,"about_ca_system_score_gemma":0.05141157,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9264095,"about_ca_topic_score_gemma":0.9441305,"domain_scores_codex":[0.994767,0.0009692246,0.0001698893,0.000278246,0.001374874,0.002440788],"domain_scores_gemma":[0.9928753,0.0008944513,0.001208437,0.0002404315,0.001725293,0.003055952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002372775,0.0001117083,0.212718,0.0001962406,0.00003832218,0.001147001,0.7430418,0.00031605,0.0009582279,0.004534021,0.005331073,0.0313703],"study_design_scores_gemma":[0.000004964372,0.00005549951,0.2855804,0.0001740282,0.00001073277,0.0001454052,0.6893274,0.0001821815,0.0001640458,0.0003748542,0.02389445,0.0000861111],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880007,0.0007121125,0.00008103728,0.002652266,0.00005196604,0.00002209248,0.00009677956,0.000005510803,0.008377463],"genre_scores_gemma":[0.9976223,0.0004487491,0.00006078345,0.0004417422,0.000008117486,0.000009139565,0.00003818152,0.000002887054,0.00136817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9799353,"threshold_uncertainty_score":0.3519933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07095692281423481,"score_gpt":0.3492445756217351,"score_spread":0.2782876528075002,"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."}}