{"id":"W1516577313","doi":"10.18806/tesl.v24i2.136","title":"Toward Quality ESL Education","year":2007,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thinkpath Engineering Services (Canada)","funders":"Calgary Foundation","keywords":"Entitlement (fair division); Competence (human resources); Government (linguistics); Pedagogy; Bilingual education; Quality (philosophy); Public relations; Sociology; Political science; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001817265,0.00005118856,0.00006876956,0.00005697557,0.0004993906,0.00007154461,0.0001683274,0.00003874983,0.01485985],"category_scores_gemma":[0.0009062773,0.00005016434,0.00002930458,0.0001711096,0.00004989965,0.00008817765,0.000005845199,0.0001921225,0.00001088149],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007234538,"about_ca_system_score_gemma":0.01740938,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8907076,"about_ca_topic_score_gemma":0.8663207,"domain_scores_codex":[0.9988658,0.0001130651,0.0002324759,0.00006708355,0.0004474721,0.0002741202],"domain_scores_gemma":[0.9990116,0.0001272877,0.0001280369,0.0000720451,0.0002362667,0.0004247561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001981136,0.0001304083,0.003165054,0.00001240041,0.00001771092,0.000009816548,0.05868321,0.000003206156,0.00008527286,0.0734779,0.4817765,0.3826187],"study_design_scores_gemma":[0.00006214801,0.000003806456,0.02380055,0.000005578214,0.00000270122,0.000009436258,0.0153274,5.783356e-7,0.00005166658,0.0007897795,0.9598739,0.00007244556],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5320038,0.006182343,0.0002714026,0.03898844,0.009312966,0.000182682,0.000006515846,0.00004984803,0.413002],"genre_scores_gemma":[0.9287657,0.00003103237,0.0003550912,0.06192924,0.002610069,7.396087e-7,0.000001636657,0.000005061885,0.006301416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4780974,"threshold_uncertainty_score":0.988161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.139182196341416,"score_gpt":0.529342680437831,"score_spread":0.3901604840964149,"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."}}