{"id":"W7161936119","doi":"10.82308/34350","title":"Examining Adult Oral Interaction Within an ESL Classroom: influences of gender and culture","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Likert scale; English as a second language; Focus group; Second language; Scale (ratio); Language proficiency; Adult education; First language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001623091,0.0002466177,0.0003145069,0.0008741845,0.001956604,0.002602627,0.0003647399,0.0002785858,0.002341876],"category_scores_gemma":[0.004378959,0.0001696942,0.0001651988,0.000496763,0.001374838,0.0007722342,0.001680974,0.0004467894,0.0002501889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001027227,"about_ca_system_score_gemma":0.001377675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01696884,"about_ca_topic_score_gemma":0.04477769,"domain_scores_codex":[0.9988713,0.0003988042,0.00005237282,0.0001318751,0.0002697088,0.0002759703],"domain_scores_gemma":[0.9961793,0.001828514,0.0008551001,0.00009582756,0.0005363433,0.0005049303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001554863,0.0002733594,0.5747746,0.0001036789,0.0000198342,0.0006137928,0.3813,0.00002544657,0.00361722,0.0003875355,0.0002623153,0.03846666],"study_design_scores_gemma":[0.00000412256,0.0002530361,0.464489,0.00007759443,0.00001842137,0.0002985852,0.530729,0.00005439037,0.001029478,0.0001098704,0.00292056,0.00001598136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978392,0.00009247258,0.000059427,0.00003604949,0.000003962274,0.000005030426,0.00001262599,9.016726e-7,0.00195047],"genre_scores_gemma":[0.9986911,0.0001207895,0.0000872101,0.00002742241,0.000003864782,0.000008563255,0.00001336584,0.000001522348,0.001046145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01696884,"threshold_uncertainty_score":0.03374016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1036516777365372,"score_gpt":0.3274876725520668,"score_spread":0.2238359948155296,"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."}}