{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006281189,0.00004753669,0.0001217239,0.00004415027,0.0001118781,0.00002724256,0.0001814919,0.00002342533,0.003129447],"category_scores_gemma":[0.0004248525,0.00004516625,0.00001698262,0.0001578446,0.000011377,0.00006721627,0.000008566809,0.00026754,7.7365e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001508913,"about_ca_system_score_gemma":0.01896518,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.999934,"about_ca_topic_score_gemma":0.9999792,"domain_scores_codex":[0.9989117,0.000175551,0.0002155767,0.00005791908,0.0004122744,0.0002269756],"domain_scores_gemma":[0.9994248,0.0001373911,0.000140086,0.00008433474,0.00007019476,0.0001432193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005957897,0.00001480485,0.4625534,0.00001850227,0.00002025971,0.00002517027,0.3666823,0.0001486292,0.00002186126,0.001867047,0.1643098,0.004332234],"study_design_scores_gemma":[0.0002232092,0.000008276361,0.04281977,0.0001098638,0.00000373085,0.000003212345,0.2266503,0.000002093034,0.00001615346,0.00002305798,0.730008,0.0001323447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694711,0.002327832,2.972295e-7,0.0005687515,0.002111891,0.00007064681,0.000006030086,0.000002977892,0.02544049],"genre_scores_gemma":[0.9958717,0.000004795336,0.00002165032,0.002234179,0.0007002853,8.594754e-7,5.940806e-7,0.000004797446,0.001161091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5656981,"threshold_uncertainty_score":0.9977818,"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."}}