{"id":"W4404260129","doi":"10.1016/b978-0-323-95504-1.00154-x","title":"Assessing Vocabulary","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Vocabulary; Linguistics; Computer science; Natural language processing; Psychology; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008466823,0.0008551975,0.0004804991,0.001662608,0.000463181,0.002005291,0.000732242,0.0006262733,0.06516361],"category_scores_gemma":[0.003345647,0.0002696028,0.0003294874,0.0008245858,0.0003873515,0.002076649,0.001215181,0.0007288473,0.05782384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000369208,"about_ca_system_score_gemma":0.0008417789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003335775,"about_ca_topic_score_gemma":0.006323176,"domain_scores_codex":[0.9993427,0.00007291919,0.00004621219,0.0001053234,0.000394825,0.00003798764],"domain_scores_gemma":[0.9991043,0.0002758728,0.00004583074,0.0001239943,0.0003755786,0.00007436702],"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":[0.00008445905,0.00009445488,0.007788215,0.0001362542,0.00001086611,0.00008893352,0.0003396252,0.0001282568,0.006000824,0.00193296,0.03499561,0.9483996],"study_design_scores_gemma":[0.00004822709,0.0007809377,0.1646514,0.001374783,0.00008603092,0.006083918,0.002544236,0.002377385,0.03411659,0.02251013,0.7653356,0.0000908295],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.06241579,0.00727178,0.04114768,0.0008643313,0.0007012493,0.0005587723,0.006196869,0.003771275,0.8770723],"genre_scores_gemma":[0.1473355,0.00678978,0.06556167,0.0006752324,0.0001224532,0.000625932,0.009549608,0.0005339623,0.7688058],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06516361,"threshold_uncertainty_score":0.217994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02755150263015273,"score_gpt":0.3251392593812065,"score_spread":0.2975877567510538,"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."}}