{"id":"W95620763","doi":"10.17955/tvr.109.2.3.comm","title":"Contemporary Reflections on Speech-Based Language Learning","year":2009,"lang":"en","type":"article","venue":"The Volta Review","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Queensland; University of Ottawa; University of Calgary","keywords":"Psychology; Language acquisition; Linguistics; Speech communication; Mathematics education","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0007683908,0.0001206263,0.0001991447,0.00004249022,0.0006172007,0.00008320424,0.0001663465,0.00001889676,0.001231248],"category_scores_gemma":[0.0002063603,0.00007265332,0.0001147408,0.00005548319,0.00006131778,0.00005726552,0.000008903487,0.0005320714,0.0005898699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001818158,"about_ca_system_score_gemma":0.00002842893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001426461,"about_ca_topic_score_gemma":0.00003023243,"domain_scores_codex":[0.9990569,0.0003299785,0.000185894,0.0001386621,0.0001430632,0.0001454424],"domain_scores_gemma":[0.9994361,0.0001364792,0.0001052084,0.0002598185,0.00002874986,0.00003362493],"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":[0.00005063346,0.0003089345,0.00006865933,0.001068409,0.00007938639,0.00006724567,0.03939031,0.0001462319,0.0005439787,0.1293138,0.3461893,0.4827731],"study_design_scores_gemma":[0.00009972305,0.0001694634,0.00002510608,0.00180073,0.00002689202,0.000003018401,0.0008924255,0.00004571205,0.0000196929,0.00009929451,0.996708,0.000109942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005969893,0.09558912,0.00004550979,0.01646825,0.0002520683,0.000377001,0.000003562699,0.0004606716,0.8808339],"genre_scores_gemma":[0.9465848,0.001637845,0.00004207431,0.01683769,0.0006116136,0.00001007966,0.00002413494,0.00001969187,0.03423204],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9406149,"threshold_uncertainty_score":0.9996818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1190844116052548,"score_gpt":0.3530199748273329,"score_spread":0.2339355632220781,"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."}}