{"id":"W4294712699","doi":"10.18806/tesl.v39i1/1371","title":"The Workplace Writing Experiences of EAL Professionals","year":2022,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pedagogy; Humanities; Thematic analysis; Psychology; English language; Applied linguistics; Sociology; Qualitative research; Linguistics; Art; Mathematics education; Philosophy; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004905417,0.0003691337,0.0006105789,0.001438007,0.007722947,0.005523798,0.0008827287,0.00154578,0.002928565],"category_scores_gemma":[0.01635373,0.0004505283,0.0002799023,0.001331716,0.004512548,0.002431297,0.005894368,0.00172414,0.0005561935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002888938,"about_ca_system_score_gemma":0.004288191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01227521,"about_ca_topic_score_gemma":0.02215453,"domain_scores_codex":[0.9934279,0.004063658,0.0003749103,0.0004151633,0.0008127064,0.0009055248],"domain_scores_gemma":[0.9830366,0.01078026,0.001879494,0.0005035287,0.00155908,0.002241079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001800002,0.00002343323,0.003463205,0.00006964809,0.000001950386,0.0008837707,0.9888085,0.00001126254,0.0005502327,0.0001279769,0.0002149277,0.005827157],"study_design_scores_gemma":[0.000004226446,0.00007748293,0.00518349,0.0001102864,0.000003021793,0.0007327917,0.9859551,0.00003628765,0.0002392575,0.00009906051,0.007546242,0.00001288827],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933637,0.0009660831,0.0004536075,0.00103659,0.00003269673,0.00001641439,0.000024056,0.00001688564,0.004089979],"genre_scores_gemma":[0.9957473,0.0006861671,0.0003683155,0.0003535361,0.00001798508,0.00002648349,0.00002180564,0.000009529975,0.002768903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01227521,"threshold_uncertainty_score":0.02594262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0167204884046549,"score_gpt":0.2616359664179185,"score_spread":0.2449154780132636,"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."}}