{"id":"W4247040688","doi":"10.18806/tesl.v26i1.134","title":"Book Reviews","year":2008,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thinkpath Engineering Services (Canada)","funders":"","keywords":"Grammar; Linguistics; Sociology; Psychology; Mathematics education; 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":[0.000150739,0.0001061367,0.0002269117,0.00004745484,0.0008506292,0.00006154953,0.00016679,0.00000852989,0.305024],"category_scores_gemma":[0.00006943906,0.00007509055,0.00009148812,0.00002349237,0.0001517205,0.0001653195,0.00002207572,0.0001821338,0.00005726628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000107939,"about_ca_system_score_gemma":0.000344076,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06431359,"about_ca_topic_score_gemma":0.449467,"domain_scores_codex":[0.9990921,0.00004028005,0.000270027,0.00008250646,0.0003002661,0.000214823],"domain_scores_gemma":[0.999517,0.00002346366,0.0001346622,0.0001314607,0.0001000136,0.00009336986],"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":[0.000001209332,0.000007599034,0.00001082873,0.000003249208,0.00005477994,0.0002279723,0.0028898,0.000001648696,0.000001207508,0.001869158,0.9941362,0.0007964008],"study_design_scores_gemma":[0.00008057924,0.00001317169,0.00004140196,0.00002031945,0.00003869031,0.0001630191,0.001187157,0.000002754034,0.000004949478,0.00006072204,0.998283,0.0001042783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0008543725,0.7846745,0.000009391806,0.002236314,0.0008693179,0.0000596996,0.000009039507,0.00001694804,0.2112705],"genre_scores_gemma":[0.04448169,0.02056652,0.0001647482,0.5466359,0.009104845,0.00001572544,0.000008130894,0.00005266005,0.3789698],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7641079,"threshold_uncertainty_score":0.9419172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03543358449448684,"score_gpt":0.2404993412540288,"score_spread":0.205065756759542,"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."}}