{"id":"W2791338765","doi":"10.7202/1050812ar","title":"Review of: Dörnyei, Z., Henry, A., &amp; Muir, C. (2016). Motivational currents in language learning: Frameworks for focused intervention. New York, NY: Routledge.","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Applied Linguistics","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intervention (counseling); Language acquisition; Applied linguistics; Cognitive science; Linguistics; Sociology; Humanities; Psychology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007141489,0.00016134,0.000368842,0.0003370117,0.000185188,0.00009590683,0.0002703631,0.000115783,0.00270033],"category_scores_gemma":[0.004118868,0.0001524131,0.0001675263,0.00007967831,0.000147996,0.00002641105,0.00001340982,0.0008704514,0.00002872168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001011388,"about_ca_system_score_gemma":0.0005703704,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003880325,"about_ca_topic_score_gemma":0.01947992,"domain_scores_codex":[0.9986554,0.00005075255,0.0006997686,0.0001460848,0.0001514162,0.0002965925],"domain_scores_gemma":[0.9983064,0.0002157787,0.0005771117,0.0001521299,0.0004700857,0.0002785211],"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":[0.0001901207,0.0002105664,0.002633317,0.0038219,0.0003881142,0.00004247087,0.1610467,0.000251345,0.00002083675,0.2530964,0.3653684,0.2129298],"study_design_scores_gemma":[0.0007915235,0.0001353774,0.00006767087,0.005291242,0.00007125068,0.000003858674,0.002602241,0.00007381701,0.00001434105,0.002270861,0.9884876,0.0001902375],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1799444,0.2543805,0.03940449,0.002218105,0.03146095,0.003075724,0.0005274071,0.0002073234,0.4887811],"genre_scores_gemma":[0.9833934,0.0001039651,0.003731941,0.001189605,0.008204744,0.000005662844,0.00009732792,0.00005230929,0.003221047],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.803449,"threshold_uncertainty_score":0.998412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03840517559613934,"score_gpt":0.2822762426262362,"score_spread":0.2438710670300968,"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."}}