{"id":"W2158773143","doi":"10.1017/s0272263115000297","title":"LEXICAL PROFILES OF COMPREHENSIBLE SECOND LANGUAGE SPEECH","year":2015,"lang":"en","type":"article","venue":"Studies in Second Language Acquisition","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Western University","funders":"","keywords":"Lexis; Linguistics; Lexical choice; Fluency; Lexical density; Psychology; Lexical item; Vocabulary; Variation (astronomy); Lexicology; Computer science; Natural language processing","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008022561,0.0003187421,0.0006465944,0.0004067208,0.00007664876,0.0000254695,0.0002759136,0.0002133659,0.08464856],"category_scores_gemma":[0.0002059082,0.0003009039,0.0001406069,0.0004868628,0.0003140188,0.0002267436,0.000163645,0.0004029216,0.0004512104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001298463,"about_ca_system_score_gemma":0.00005466521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001593167,"about_ca_topic_score_gemma":0.0003182213,"domain_scores_codex":[0.9974836,0.0004268143,0.0006771615,0.0005440323,0.0003333364,0.0005351246],"domain_scores_gemma":[0.9984258,0.0003647158,0.0002728706,0.0005963419,0.0001912171,0.0001489852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001223861,0.001156102,0.004961345,0.001066504,0.001093588,0.005468365,0.8057312,0.00005262336,0.0544611,0.007652088,0.09289208,0.02424116],"study_design_scores_gemma":[0.006365301,0.0007266154,0.01886797,0.0003384135,0.00008093662,0.0005342111,0.937059,0.00004545545,0.02789608,0.0006045607,0.006579114,0.0009023219],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.871884,0.05444294,0.00002458524,0.00007281052,0.0009439609,0.0003522148,0.00008635686,0.0001273819,0.07206571],"genre_scores_gemma":[0.9884591,0.00001316901,0.0006642258,0.003333374,0.0005227848,0.00007011708,0.0001715063,0.00004738107,0.006718405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1313278,"threshold_uncertainty_score":0.9999443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05742282413847523,"score_gpt":0.3836705367306295,"score_spread":0.3262477125921543,"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."}}