{"id":"W4235637513","doi":"10.18806/tesl.v32i2.1203","title":"Preface","year":2015,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; University of Alberta","keywords":"Linguistics; Sociology; Psychology; 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":[0.0005326968,0.00009608598,0.0001098574,0.00005117308,0.0001063285,0.00006867132,0.0002468179,0.00002265586,0.009073981],"category_scores_gemma":[0.0003034798,0.00008301743,0.00002337149,0.0001616047,0.00002157383,0.0001506315,0.00002790693,0.0003281553,0.0003698827],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001419311,"about_ca_system_score_gemma":0.006441606,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2874189,"about_ca_topic_score_gemma":0.5591202,"domain_scores_codex":[0.9984913,0.00006544739,0.0001811796,0.00008634554,0.0008332384,0.0003424165],"domain_scores_gemma":[0.9986689,0.00002209643,0.0001169737,0.0001529458,0.0002632127,0.0007758374],"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":[0.0000169919,0.00000810685,0.0003991912,8.135721e-7,0.00001700698,0.0002358452,0.0000664226,0.0002955985,0.0003393952,0.00006179195,0.9982063,0.0003525576],"study_design_scores_gemma":[0.0007131806,0.00004359272,0.002796852,0.00001101301,0.00001518408,0.00191903,0.0002366936,0.0001838928,0.000502294,0.0005499469,0.9928699,0.0001584057],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8351448,0.06991139,0.0002614634,0.007411065,0.005208103,0.0003218181,0.0001748079,0.0002778074,0.08128881],"genre_scores_gemma":[0.9753212,0.000002517819,0.0008617675,0.02073798,0.0007387535,0.000001515455,0.000002627894,0.00007529722,0.00225836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2717013,"threshold_uncertainty_score":0.9991909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0450593625819805,"score_gpt":0.2313809174085331,"score_spread":0.1863215548265526,"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."}}