{"id":"W4367042399","doi":"10.1177/07417136231168381","title":"We Had a Good Thing Going: The Rise, Fall, and Future of Vocational ESL in the United States","year":2023,"lang":"en","type":"article","venue":"Adult Education Quarterly","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Vocational education; Workforce; Context (archaeology); Adult education; Relevance (law); Welfare; Pedagogy; Fell; Political science; Welfare state; Public relations; Sociology; History; Law; Politics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009677475,0.00007368216,0.00008080017,0.0001750318,0.0003689013,0.0001233863,0.0002593039,0.00005649873,0.00002606707],"category_scores_gemma":[0.00007336847,0.0000479171,0.00002768649,0.001249872,0.0001280207,0.0001902246,0.00000509762,0.0001187862,0.00004502317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003288449,"about_ca_system_score_gemma":0.0005362725,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01456782,"about_ca_topic_score_gemma":0.004702267,"domain_scores_codex":[0.9987365,0.0004504063,0.0002442375,0.0001268071,0.0002772233,0.0001648],"domain_scores_gemma":[0.9989097,0.0004917408,0.0001505166,0.0001892221,0.0002129727,0.00004583338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001806269,0.00005452926,0.01009749,0.00001657627,0.000005919895,4.584008e-8,0.7333077,0.000001487543,0.000003939509,0.2194768,0.01964441,0.01738934],"study_design_scores_gemma":[0.0000649962,0.00002235245,0.05344212,0.00002821817,0.000004561288,7.979768e-7,0.632158,0.00003705896,8.401226e-7,0.006452397,0.30774,0.00004869287],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8310045,0.0003644273,0.000006644321,0.1639351,0.000627886,0.0003037973,0.000008648472,0.00002781405,0.003721257],"genre_scores_gemma":[0.9958404,0.0004400206,0.00003754235,0.001168465,0.001030466,0.0001125536,0.00004631107,0.00000663036,0.001317624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2880956,"threshold_uncertainty_score":0.9919943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01985590231724977,"score_gpt":0.3420091804456281,"score_spread":0.3221532781283783,"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."}}