{"id":"W3024956785","doi":"10.18806/tesl.v36i2.1312","title":"Precarious Work of English Language Teaching in Canada","year":2019,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precarity; Immigration; Sociology; Precarious work; Job insecurity; Work (physics); English language; Literacy; Pedagogy; Humanities; Gender studies; Political science; Psychology; Mathematics education; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001298196,0.0001831908,0.0003988185,0.001587307,0.01355039,0.004989404,0.001067151,0.0005980833,0.003406445],"category_scores_gemma":[0.003589981,0.0002427607,0.0002866974,0.003410819,0.005801399,0.001231378,0.002894186,0.001539214,0.0001776216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05813081,"about_ca_system_score_gemma":0.1686807,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9913927,"about_ca_topic_score_gemma":0.9958788,"domain_scores_codex":[0.997748,0.0002327392,0.00008242499,0.0002073773,0.000775559,0.000953923],"domain_scores_gemma":[0.9957402,0.0006305929,0.0005867181,0.0001096888,0.001169302,0.001763546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001309189,0.00009196695,0.2493266,0.001262343,0.00006025442,0.003895346,0.5205781,0.0005110198,0.001108917,0.03864861,0.01402553,0.1703603],"study_design_scores_gemma":[0.00001014451,0.00005503356,0.3952492,0.001771138,0.00003128784,0.0006845079,0.4704268,0.0001605768,0.0002541682,0.001700543,0.1295785,0.0000781085],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9249939,0.02066534,0.000314005,0.01097075,0.0002448827,0.00004848477,0.0006221374,0.00001885126,0.04212158],"genre_scores_gemma":[0.9875493,0.007829717,0.0001783481,0.0006714322,0.00001844714,0.00001140494,0.0001331553,0.000008947184,0.003599189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05813081,"threshold_uncertainty_score":0.4217706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008300032554162427,"score_gpt":0.2730266204636428,"score_spread":0.2647265879094803,"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."}}