{"id":"W3216212833","doi":"10.37213/cjal.2021.30648","title":"Effectiveness in L2 Vocabulary Study – A Classroom-based Investigation of Deliberate Learning","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Applied Linguistics","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Memorization; Vocabulary; Repetition (rhetorical device); Point (geometry); Period (music); Psychology; Term (time); Cognitive psychology; Mathematics education; Second language; Vocabulary development; Computer science; Linguistics; Teaching method; Mathematics","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":[0.0006952305,0.0001050291,0.00027475,0.0002226385,0.0000707166,0.00003034345,0.0001333925,0.00009070871,0.00007971133],"category_scores_gemma":[0.000886204,0.0001104343,0.00004620409,0.0003253317,0.0000912563,0.00000872393,0.000006774002,0.0003811909,0.000004860551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001478725,"about_ca_system_score_gemma":0.002477541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002607397,"about_ca_topic_score_gemma":0.00655992,"domain_scores_codex":[0.9988568,0.0002070623,0.0004674901,0.0001384659,0.0001212532,0.000208861],"domain_scores_gemma":[0.9984453,0.0003986088,0.0002844571,0.0001288288,0.0005504608,0.0001922863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002442079,0.0002053888,0.9048212,0.0001832738,0.0002038059,0.001393925,0.007938526,0.03333041,0.0005634665,0.04976999,0.000570662,0.0007751381],"study_design_scores_gemma":[0.001825719,0.0004869617,0.9643094,0.0002011489,0.00009030562,0.00003337083,0.01880363,0.000101106,0.001074862,0.009529692,0.003304289,0.0002395011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878689,0.0003270366,0.0001217853,0.00006336709,0.001086847,0.0001246397,0.000004797222,0.00000394907,0.01039865],"genre_scores_gemma":[0.9988866,0.000002295338,0.0007273043,0.00007122065,0.0002417407,0.000007358984,0.00001191495,0.0000148891,0.0000366317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05948822,"threshold_uncertainty_score":0.4503382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02901932262189097,"score_gpt":0.2971847885917069,"score_spread":0.2681654659698159,"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."}}