{"id":"W4388198456","doi":"10.15406/ahoaj.2023.05.00206","title":"Retrieval, repetition, and retention: unveiling vocabulary acquisition strategies for ESL learners","year":2023,"lang":"en","type":"article","venue":"Arts & Humanities Open Access Journal","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Vocabulary; Memorization; Computer science; Metacognition; Repetition (rhetorical device); Perspective (graphical); Recall; Mathematics education; Multimedia; Psychology; Artificial intelligence; Linguistics; Cognitive psychology; Cognition","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001095971,0.0001797097,0.0002353291,0.0002263929,0.001440401,0.005500565,0.0007618896,0.00009893064,0.002368174],"category_scores_gemma":[0.00006275734,0.0001700453,0.00008904338,0.0002153744,0.0002379111,0.003210253,0.0002986096,0.0002590808,0.00006770809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006354063,"about_ca_system_score_gemma":0.0001761663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000160088,"about_ca_topic_score_gemma":0.00005945476,"domain_scores_codex":[0.9984499,0.0001238356,0.0004742307,0.0003384798,0.0002151744,0.0003983585],"domain_scores_gemma":[0.9988495,0.000244094,0.0003077131,0.0002299165,0.0002885121,0.00008027541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006819626,0.000118914,0.004738193,0.0001661671,0.0003260083,0.0001410644,0.009669173,0.0002840022,0.0002560133,0.6873876,0.2944331,0.001797749],"study_design_scores_gemma":[0.002095427,0.0007444813,0.1136962,0.0003408995,0.0001381794,0.0009609307,0.3148785,0.0000862608,0.00009165514,0.4584367,0.1077548,0.000776011],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9150035,0.001096241,0.0004316636,0.004174575,0.00239966,0.0005520758,0.00002918895,0.0001377251,0.07617535],"genre_scores_gemma":[0.9846225,0.0007117835,0.0002557153,0.0008845433,0.001125122,0.00009265351,0.0001723139,0.00003895296,0.01209638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3052093,"threshold_uncertainty_score":0.9998596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2690099908511159,"score_gpt":0.4616965879448745,"score_spread":0.1926865970937586,"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."}}