{"id":"W4399455523","doi":"10.18806/tesl.v40i2/1392","title":"EAP Practitioners in Canada","year":2023,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; York University","funders":"Social Sciences and Humanities Research Council of Canada; University of Waterloo; York University","keywords":"Linguistics; Psychology; Pedagogy; Sociology; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.002830585,0.00006990322,0.0001276506,0.0002191858,0.0001851655,0.0001270859,0.0003407116,0.00001546572,0.04256053],"category_scores_gemma":[0.0009567964,0.00005330532,0.00002150184,0.001113154,0.00001025893,0.0002884378,0.00002969806,0.0002644126,0.00007780894],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001778579,"about_ca_system_score_gemma":0.03616934,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9953947,"about_ca_topic_score_gemma":0.9999324,"domain_scores_codex":[0.9962066,0.0001355402,0.0004987098,0.0001333295,0.002747722,0.0002780549],"domain_scores_gemma":[0.9986342,0.0005419824,0.0002082555,0.0001691243,0.0002529988,0.0001934497],"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":[0.000005931164,0.000002778963,0.01792913,8.571586e-7,0.0000052224,0.0002080253,0.00008433546,0.008840338,0.00002319628,0.0001308191,0.9586464,0.01412298],"study_design_scores_gemma":[0.0003441671,0.00001367693,0.2760042,0.00001136096,0.000002339128,0.00008550164,0.004292009,0.0111687,0.00003694222,0.00151216,0.7064129,0.0001160417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9201757,0.0006626349,0.00006991353,0.06162693,0.00360919,0.0001333024,0.00003062676,0.00001699489,0.01367467],"genre_scores_gemma":[0.9715985,0.00003329986,0.00006545729,0.02624744,0.0001579036,0.000003709139,0.000004381899,0.00000551857,0.001883793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2580751,"threshold_uncertainty_score":0.9692947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1876289132345196,"score_gpt":0.4616068913340979,"score_spread":0.2739779780995783,"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."}}