{"id":"W7117366349","doi":"10.1177/02655322251406223","title":"Book review: Comprehensibility in language assessment: A broader perspective TavakoliP.CookeS.Comprehensibility in Language Assessment: A Broader Perspective. University of Toronto Press, 2024. 224 pp. ISBN 978 1 80050 434 9 (ePDF), 978 1 80050 433 2 (paperback), 978 1 80050 432 5 (hardback), £23.06 (Kindle), £24.27 (Paperback), £66.03 (Hardcover)","year":2025,"lang":"en","type":"article","venue":"Language Testing","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Second language; On Language; Language assessment; Language proficiency","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002025879,0.001476938,0.002420456,0.0002197978,0.0004166175,0.0001794706,0.001803184,0.0008415765,0.01865111],"category_scores_gemma":[0.00112731,0.00151191,0.0007450413,0.001560422,0.0007085153,0.001076152,0.0008676483,0.00236196,0.0002563756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003644757,"about_ca_system_score_gemma":0.0009353808,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06555572,"about_ca_topic_score_gemma":0.01541005,"domain_scores_codex":[0.9884877,0.002745314,0.0020812,0.003444473,0.001302128,0.001939175],"domain_scores_gemma":[0.9921941,0.002591727,0.001101828,0.002736736,0.000879051,0.0004965648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001340269,0.01685186,0.3356371,0.004890253,0.002136253,0.001967515,0.08337598,0.0002252685,0.01642377,0.009006599,0.5206171,0.007528058],"study_design_scores_gemma":[0.008537662,0.0006380457,0.7615159,0.004389876,0.0006437171,0.0001058443,0.1450291,0.0005338941,0.000119322,0.00088771,0.07511406,0.00248488],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2134564,0.4747777,0.0001110088,0.002661312,0.001870178,0.004935317,0.0009796633,0.0006219978,0.3005864],"genre_scores_gemma":[0.740278,0.03163501,0.03307081,0.02746927,0.002220535,0.000793791,0.002337475,0.0007036518,0.1614914],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5268217,"threshold_uncertainty_score":0.9999396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02577787696131131,"score_gpt":0.360014504879241,"score_spread":0.3342366279179297,"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."}}