{"id":"W4411459664","doi":"10.1177/00336882251347714","title":"Book Review: AI in Language Teaching, Learning, and Assessment F Pan (ed.) AI in Language Teaching, Learning, and AssessmentIGI Global: Hershey, 2024; 384 pp.: ISBN 979-8-3693-0872-1.","year":2025,"lang":"en","type":"article","venue":"RELC Journal","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Education University of Hong Kong","keywords":"Language acquisition; Cognitive science; Psychology; Mathematics education","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"],"consensus_categories":[],"category_scores_codex":[0.003038944,0.0003250405,0.0005112782,0.0003815057,0.0004498709,0.000365952,0.000680377,0.000257901,0.0002082053],"category_scores_gemma":[0.00050144,0.0003081372,0.00009377354,0.0003768239,0.000115317,0.0006993583,0.0004715365,0.005154491,0.00001559801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003333877,"about_ca_system_score_gemma":0.0005679714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003843842,"about_ca_topic_score_gemma":0.0001719493,"domain_scores_codex":[0.9965778,0.001186369,0.0006614038,0.0006089545,0.0003919888,0.0005734588],"domain_scores_gemma":[0.998908,0.0002163816,0.0003318434,0.0003332313,0.0000538077,0.0001567531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002029832,0.0004698523,0.3928993,0.0004500198,0.0001481791,0.0005192949,0.003836733,0.00003873547,0.0003383147,0.02706422,0.3478376,0.2263774],"study_design_scores_gemma":[0.0009654305,0.0002198954,0.05938533,0.001832756,0.00004318309,0.0005765684,0.001726784,0.001567681,0.00001375371,0.001368721,0.9319179,0.0003819687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1030903,0.7797328,0.01412618,0.06672701,0.001177541,0.0006796762,0.000004369784,0.0003367273,0.0341254],"genre_scores_gemma":[0.4398189,0.3289036,0.03527569,0.05690007,0.0007580232,0.000131547,0.00006232053,0.0001160102,0.1380339],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5840803,"threshold_uncertainty_score":0.9999371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006192460183999093,"score_gpt":0.376116243680282,"score_spread":0.3699237834962829,"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."}}