{"id":"W4412847292","doi":"10.18806/tesl.v42i1/1416","title":"A Word from the Guest Editors","year":2025,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Word (group theory); Linguistics; Psychology; Sociology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006354729,0.00004044694,0.00004674696,0.0000167217,0.001031697,0.0001783281,0.0003105154,0.00002807563,0.008166219],"category_scores_gemma":[0.001070366,0.0000284014,0.00002169905,0.000183703,0.00007920886,0.0001486159,0.000009058405,0.000301632,0.000007025558],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340137,"about_ca_system_score_gemma":0.007144111,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8273045,"about_ca_topic_score_gemma":0.9174374,"domain_scores_codex":[0.9990826,0.000211702,0.0001005262,0.00005754881,0.0003892166,0.000158441],"domain_scores_gemma":[0.9981052,0.001567352,0.00007460562,0.00006836574,0.00009567568,0.00008877767],"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":[0.000003302551,0.000005382006,0.002085741,3.942127e-7,0.00001868951,0.000003308469,0.002083698,9.237872e-7,0.000001645339,0.002517933,0.9920617,0.001217332],"study_design_scores_gemma":[0.00003892056,0.000001654815,0.009953137,0.00001515364,0.00001372576,9.094554e-7,0.02061429,4.731697e-7,0.000004208421,0.002515686,0.9668076,0.00003424533],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01725344,0.01794704,0.00001396048,0.8466221,0.05087523,0.00008140298,0.00001395291,0.00001583144,0.06717706],"genre_scores_gemma":[0.7042466,0.0001781216,0.0001682839,0.2079096,0.07837657,0.000004936262,0.000004287407,0.000006679493,0.009104976],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6869931,"threshold_uncertainty_score":0.9984844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02881006553153039,"score_gpt":0.3331015316922162,"score_spread":0.3042914661606859,"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."}}