{"id":"W4400392015","doi":"10.37213/cjal.2024.33409","title":"Review of Martyn, J. (2022). Discourses, identities and investment in foreign language learning. Multilingual Matters.","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Applied Linguistics","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Linguistics; Foreign language; Applied linguistics; Investment (military); Language education; Sociology; Political science; Philosophy; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005621547,0.0001265677,0.0002845705,0.0003631571,0.00009590954,0.0001539217,0.0001166689,0.00003519797,0.0008546686],"category_scores_gemma":[0.000460144,0.0001107093,0.00006373638,0.00004951083,0.0001782203,0.00002869211,0.00001344494,0.0005335207,0.000006245877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006412203,"about_ca_system_score_gemma":0.0003305466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005391941,"about_ca_topic_score_gemma":0.01176025,"domain_scores_codex":[0.9990751,0.00003776826,0.0004405663,0.0001139157,0.0001246799,0.0002079988],"domain_scores_gemma":[0.9993753,0.0001216045,0.0001624882,0.00008466326,0.00008671105,0.0001691985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002162472,0.00003073111,0.0006345869,0.01024221,0.0002212741,0.001854077,0.2035684,0.00009872992,0.00004478956,0.7102778,0.04405406,0.02895172],"study_design_scores_gemma":[0.0003195595,0.0001064354,0.00004605266,0.008844541,0.0001575901,0.00005190193,0.05007434,0.0001956795,0.00005304582,0.002696095,0.9371927,0.0002620574],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2810797,0.4522755,0.00002504373,0.0004612104,0.002684541,0.0003324261,0.0001057101,0.00004471096,0.2629911],"genre_scores_gemma":[0.9943314,0.00100931,0.0001725043,0.001969077,0.001086758,0.000002174859,0.00001785992,0.00002971684,0.001381245],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8931386,"threshold_uncertainty_score":0.9358021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01072043816312687,"score_gpt":0.2426061401943108,"score_spread":0.231885702031184,"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."}}