{"id":"W4230082025","doi":"10.18806/tesl.v33i1.1231","title":"Preface","year":2016,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Concordia University; Social Sciences and Humanities Research Council of Canada; University of Alberta; Macquarie University; York University; Queen's University; Biola University; Brock University; Simon Fraser University; University of Miami","keywords":"Linguistics; Psychology; Sociology; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002896521,0.0000957848,0.00009954366,0.0000492591,0.0001479398,0.00003520011,0.0002436482,0.00002157696,0.05899139],"category_scores_gemma":[0.0002167344,0.00005623199,0.00003065056,0.00010228,0.00003006948,0.0001620828,0.00002389148,0.000154313,0.0005427363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090817,"about_ca_system_score_gemma":0.00242991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08951902,"about_ca_topic_score_gemma":0.4402464,"domain_scores_codex":[0.9987198,0.00005291268,0.0001821489,0.00009786778,0.0005716378,0.000375672],"domain_scores_gemma":[0.9991637,0.00006921365,0.0001206852,0.0001656483,0.000126684,0.0003540615],"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":[0.00001640568,0.000006916344,0.0006521408,9.823347e-7,0.00002426055,0.0001728286,0.00001260353,0.000004984119,0.02295271,0.0001426169,0.9713519,0.004661629],"study_design_scores_gemma":[0.0007319079,0.0000299427,0.01393446,0.00004582228,0.00001281136,0.001240596,0.00002193959,0.000006560424,0.004403504,0.0005383359,0.9788636,0.0001705395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.914089,0.02839591,0.001013432,0.0239374,0.003559527,0.0003020267,0.0004087483,0.00027974,0.02801424],"genre_scores_gemma":[0.9835873,0.000009978217,0.000273645,0.01162783,0.0004707444,0.000001372446,3.417973e-7,0.00005798043,0.00397076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3507273,"threshold_uncertainty_score":0.9418688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006482820799051157,"score_gpt":0.1826565523969662,"score_spread":0.176173731597915,"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."}}