{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00339067,0.000386581,0.0004682984,0.00189583,0.02363239,0.004953623,0.002303826,0.001924717,0.0150711],"category_scores_gemma":[0.0102214,0.0005986879,0.0003637778,0.005713384,0.00398141,0.001949526,0.005946679,0.003179975,0.001115972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08492742,"about_ca_system_score_gemma":0.3441697,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9791427,"about_ca_topic_score_gemma":0.9892001,"domain_scores_codex":[0.9946159,0.0006328209,0.0001484518,0.0005726762,0.001526271,0.002503906],"domain_scores_gemma":[0.9783682,0.001447343,0.0008718207,0.0002784032,0.007397833,0.01163635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001660948,0.0002729292,0.1067242,0.00130379,0.00004453852,0.005156936,0.4711305,0.0003680838,0.00161917,0.02952485,0.1717957,0.2118932],"study_design_scores_gemma":[0.00002275215,0.00008105619,0.09076364,0.00110997,0.00001803183,0.0008471935,0.4546,0.0003529201,0.0002146458,0.001546589,0.4503585,0.00008467553],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7184891,0.01427968,0.002838911,0.09192209,0.00131976,0.0007383559,0.00246703,0.0003465307,0.1675985],"genre_scores_gemma":[0.8963027,0.01067994,0.00296264,0.01710647,0.0001002335,0.0002760725,0.0007810447,0.0001142694,0.07167661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08492742,"threshold_uncertainty_score":0.6161945,"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."}}