{"id":"W2513228685","doi":"10.1007/978-3-319-38834-2_16","title":"Teaching Vocabulary in the EFL Context","year":2016,"lang":"en","type":"book-chapter","venue":"English language education","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Vocabulary; Vocabulary learning; Context (archaeology); Computer science; English vocabulary; Foreign language; Vocabulary development; English as a foreign language; Linguistics; Psychology; Mathematics education","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007339297,0.0002640756,0.0002355953,0.0002711327,0.00009709936,0.00006113855,0.0003714497,0.0003390698,0.07902235],"category_scores_gemma":[0.0002266597,0.0001896671,0.0001190011,0.00003112572,0.00005143709,0.0001024045,0.00002659748,0.001018071,0.001341293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000101234,"about_ca_system_score_gemma":0.000107542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002336043,"about_ca_topic_score_gemma":0.00005824048,"domain_scores_codex":[0.9985526,0.0002763672,0.0003174157,0.0004007532,0.0002042974,0.0002485451],"domain_scores_gemma":[0.9986096,0.0003697432,0.0002134722,0.0006929554,0.00006001139,0.00005422363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001607895,0.00007223822,0.00001740471,0.00001712664,0.00003934456,0.00008333431,0.3016735,8.653743e-8,0.00001339368,0.2239815,0.04071051,0.4333755],"study_design_scores_gemma":[0.0004042033,0.00003928665,0.0003002858,0.0002660416,0.00003676791,0.00004665694,0.1854956,2.299583e-7,0.000003484073,0.0009890775,0.8120877,0.0003307464],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009428221,0.02032438,0.00001807639,0.0005026517,0.003333622,0.0003601686,0.00001745537,0.0001048822,0.9659106],"genre_scores_gemma":[0.2391745,0.00000741088,0.00002548518,0.01170533,0.005192402,0.00007622257,0.0002520907,0.00007015197,0.7434964],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7713771,"threshold_uncertainty_score":0.9994363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01145773559505886,"score_gpt":0.2991339422933617,"score_spread":0.2876762066983028,"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."}}