{"id":"W4254653225","doi":"10.18806/tesl.v33i2.1232","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":"","keywords":"Linguistics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001726831,0.0009073984,0.0005717387,0.003786037,0.003781859,0.003937991,0.001353578,0.001138752,0.4945761],"category_scores_gemma":[0.01695418,0.0002967898,0.0005773852,0.002294465,0.000608833,0.002293742,0.0020991,0.003087548,0.3425398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003686053,"about_ca_system_score_gemma":0.005286444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02826296,"about_ca_topic_score_gemma":0.03932191,"domain_scores_codex":[0.9990796,0.0001191328,0.00005514999,0.0001347845,0.000512701,0.00009856813],"domain_scores_gemma":[0.9900642,0.001137033,0.0002455497,0.0005795492,0.006825011,0.001148706],"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":[0.0000131344,0.00001028836,0.00005314357,0.00003635683,6.925683e-7,0.00001668318,0.00002946508,0.00001873386,0.00003088909,0.001590503,0.9844651,0.01373507],"study_design_scores_gemma":[0.000003448464,0.000006341395,0.0002430146,0.00008463777,0.000001229552,0.00001940415,0.00008327348,0.0000163314,0.00005177619,0.001222747,0.9982637,0.000004154931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001209871,0.006852136,0.003979168,0.04357119,0.2800915,0.0008956767,0.02000919,0.00157743,0.6418138],"genre_scores_gemma":[0.002800553,0.002319372,0.001248683,0.006203917,0.01582418,0.0002731991,0.006308882,0.0005061003,0.964515],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5054239,"threshold_uncertainty_score":0,"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."}}