{"id":"W4078106","doi":"10.1023/a:1014668925172","title":"Falling In and Filling In: ESL Teaching Careers in Changing Times","year":2001,"lang":"en","type":"article","venue":"Journal of Educational Change","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Sociology; Pedagogy; Immigration; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005978587,0.0002072956,0.0003983572,0.001772395,0.01959103,0.01073762,0.001783311,0.005286349,0.02358316],"category_scores_gemma":[0.01517795,0.000318485,0.0003735794,0.00173311,0.004604134,0.006789526,0.008030236,0.006118839,0.002476006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004810736,"about_ca_system_score_gemma":0.01723577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02188572,"about_ca_topic_score_gemma":0.07793921,"domain_scores_codex":[0.9938037,0.001507415,0.0001851619,0.0002144265,0.0005386439,0.00375057],"domain_scores_gemma":[0.9718946,0.00250057,0.002354565,0.0003166739,0.002235539,0.02069803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007718254,0.00184155,0.2860733,0.0002495045,0.0000218911,0.002493394,0.3639754,0.0001703353,0.001530059,0.04075675,0.08204237,0.2200738],"study_design_scores_gemma":[0.0000249879,0.000132452,0.07242338,0.000189275,0.000008547428,0.000573412,0.8625093,0.0002615636,0.0002873476,0.00335503,0.06019515,0.00003944857],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.889663,0.0005579511,0.0002311431,0.08325003,0.0006001655,0.00002729032,0.0001270776,0.00003086973,0.02551248],"genre_scores_gemma":[0.9783357,0.0003638862,0.0002254105,0.005018444,0.0001381766,0.00002802371,0.00006954508,0.00002363858,0.01579716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02358316,"threshold_uncertainty_score":0.07889348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1159459544878226,"score_gpt":0.4611564328356764,"score_spread":0.3452104783478537,"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."}}