{"id":"W4310489720","doi":"10.54855/ictep.222","title":"Abstracts of the 3rd International Conference of TESOL &amp; Education and VLTESOL2022","year":2022,"lang":"en","type":"article","venue":"ICTE Conference Proceedings","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ho chi minh; China; Library science; Political science; International education; Medical education; Media studies; Sociology; Medicine; Higher education; Socioeconomics; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002440099,0.00009083114,0.0001307725,0.0001022351,0.0001037339,0.00003312922,0.0003663273,0.00003982404,0.04349733],"category_scores_gemma":[0.0001288207,0.00008030963,0.00004011882,0.0001574571,0.0001125381,0.000102963,0.0001773579,0.0002701052,0.00001039237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000227163,"about_ca_system_score_gemma":0.0001206629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001314088,"about_ca_topic_score_gemma":0.000004028403,"domain_scores_codex":[0.9991312,0.00002775334,0.0002786142,0.0002068064,0.0002321698,0.0001234371],"domain_scores_gemma":[0.9990765,0.00004138974,0.0003731117,0.0001199157,0.0003497499,0.00003936422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003254219,0.001256787,0.0899903,0.0002163004,0.0002603541,0.000003014124,0.2226896,0.00001456219,0.1856899,0.3857224,0.0176708,0.09616058],"study_design_scores_gemma":[0.001825626,0.0003484639,0.612913,0.0002230213,0.0001012999,0.0003439518,0.1900402,0.0004047271,0.006247412,0.006065039,0.1808802,0.0006070568],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9063467,0.0003214797,0.00002230931,0.0009368787,0.0005650853,0.0001557524,0.00002295668,0.00002039816,0.09160838],"genre_scores_gemma":[0.9947408,0.000006345497,0.0001414187,0.0008352504,0.00005311155,0.00005995323,0.00001579819,0.000008958789,0.0041384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5229227,"threshold_uncertainty_score":0.957377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03869239765937138,"score_gpt":0.3148402102061152,"score_spread":0.2761478125467438,"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."}}