{"id":"W4253824732","doi":"10.18806/tesl.v25i1.110","title":"Book Reviews","year":2007,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thinkpath Engineering Services (Canada)","funders":"","keywords":"Vocabulary; Linguistics; Diversity (politics); Sociology; Psychology; Pedagogy; Philosophy; Anthropology","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":[0.000751836,0.0000741975,0.0001139468,0.00004574441,0.0004724,0.0001224533,0.0001059013,0.00001255203,0.2694285],"category_scores_gemma":[0.00009502639,0.00005562637,0.00004561904,0.00001227959,0.0000249307,0.0001019508,0.000007799911,0.0004185846,0.00003297289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001054085,"about_ca_system_score_gemma":0.0001607743,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1512153,"about_ca_topic_score_gemma":0.5788105,"domain_scores_codex":[0.9992787,0.00003831505,0.0002219607,0.00006160243,0.0001642135,0.0002351543],"domain_scores_gemma":[0.9995973,0.00005666618,0.0001100112,0.00007873082,0.000034864,0.0001224216],"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":[0.00000296028,0.000004563457,0.00001416414,0.000005533619,0.00001050454,0.000157946,0.004144988,0.00000102235,0.000008860139,0.002383187,0.9498144,0.04345182],"study_design_scores_gemma":[0.00009194951,0.00001526166,0.00007034558,0.00002725794,0.000007793274,0.0001308821,0.00195738,0.000002980547,0.00001028393,0.00002354155,0.9975799,0.00008238634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.01724984,0.7591025,0.0001519197,0.001330401,0.002315939,0.00008001552,0.000003716499,0.00004721922,0.2197185],"genre_scores_gemma":[0.0916091,0.000319312,0.0001918488,0.7465793,0.008708978,0.00000154658,0.00000663692,0.00004318966,0.1525401],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7587832,"threshold_uncertainty_score":0.8544368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01919183173257225,"score_gpt":0.2227923140519202,"score_spread":0.203600482319348,"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."}}