{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007368708,0.0009465128,0.001182485,0.004319455,0.0008259923,0.004455711,0.002053591,0.001922556,0.3597421],"category_scores_gemma":[0.006005574,0.0004269007,0.0007056534,0.005806751,0.0005738438,0.003212926,0.001522154,0.00211908,0.3427781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001760932,"about_ca_system_score_gemma":0.00326213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004209203,"about_ca_topic_score_gemma":0.007989567,"domain_scores_codex":[0.9985868,0.000124088,0.00009685521,0.0002009095,0.0009039679,0.00008732649],"domain_scores_gemma":[0.9965268,0.0006515532,0.000221679,0.0002007793,0.002023042,0.0003761408],"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":[0.000006414419,0.000009256895,0.00001908969,0.0004940982,0.000002893506,0.00002878339,0.00002199648,0.00002886751,0.00008714243,0.001143362,0.9242285,0.07392953],"study_design_scores_gemma":[0.000001652849,0.000002973996,0.00004493044,0.0002267476,0.000001810213,0.00006457593,0.00001111759,0.000005018817,0.00001582432,0.0002515342,0.9993718,0.000002109758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003604705,0.4246438,0.001661779,0.02298796,0.05134136,0.0001776254,0.004093669,0.0009091652,0.4938242],"genre_scores_gemma":[0.001903575,0.2093907,0.001590806,0.01410695,0.01733515,0.0001362669,0.005318036,0.0005379624,0.7496805],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.640258,"threshold_uncertainty_score":0.9132502,"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."}}