{"id":"W4249955236","doi":"10.18806/tesl.v31i1.1162","title":"Preface","year":2014,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Linguistics; Psychology; Sociology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0005179178,0.00009913657,0.0001169812,0.00004947228,0.0002041762,0.00006685896,0.0002532764,0.00002279002,0.02205441],"category_scores_gemma":[0.000280231,0.00008589211,0.00003032592,0.0001234869,0.00002177563,0.0001019592,0.00002210172,0.0003369656,0.0003080959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005601372,"about_ca_system_score_gemma":0.001337047,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1706986,"about_ca_topic_score_gemma":0.5202628,"domain_scores_codex":[0.9986848,0.00009227902,0.0001844181,0.00009555667,0.0005892628,0.0003536708],"domain_scores_gemma":[0.9991676,0.00005832034,0.0001264579,0.0001749373,0.0001161223,0.0003565522],"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":[0.0000102855,0.00000844958,0.0004548041,0.000002422913,0.00001986388,0.0000428431,0.00002593741,0.0002664556,0.002292542,0.0003712476,0.994403,0.002102165],"study_design_scores_gemma":[0.0004035115,0.00003388075,0.0109401,0.00001393523,0.00001398551,0.0007587312,0.00002619584,0.0006068185,0.0008175598,0.0005239557,0.9857114,0.0001499226],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8676178,0.0189098,0.001783658,0.007495617,0.004207541,0.0003058885,0.0001056136,0.0003179999,0.09925602],"genre_scores_gemma":[0.9755797,0.000001894667,0.0005435707,0.02221452,0.0005976945,9.491399e-7,0.000001344193,0.00005280941,0.001007489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3495641,"threshold_uncertainty_score":0.9788396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003698169426662181,"score_gpt":0.1717904960680461,"score_spread":0.1680923266413839,"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."}}