{"id":"W1519996495","doi":"","title":"Advanced language learning: The contribution of Halliday and Vygotsky by Heidi Byrnes (Ed.)","year":2010,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Language acquisition; Psychology; Linguistics; Mathematics education; 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":[0.004166614,0.001418744,0.001632165,0.003372744,0.002013892,0.005922501,0.001376797,0.003681633,0.003363848],"category_scores_gemma":[0.006514795,0.000712388,0.0004713599,0.003070196,0.003787681,0.007739554,0.003426077,0.008077698,0.002758036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002956929,"about_ca_system_score_gemma":0.005838621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01602179,"about_ca_topic_score_gemma":0.02240669,"domain_scores_codex":[0.9987597,0.000502463,0.00009276131,0.0001801493,0.0003824852,0.00008232419],"domain_scores_gemma":[0.9963729,0.002040926,0.0001386515,0.00007473263,0.0009436972,0.0004291683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006303396,0.00007529959,0.000574866,0.001604376,0.00002415727,0.0001508363,0.003436765,0.0001622706,0.00009366128,0.01890911,0.673857,0.3010486],"study_design_scores_gemma":[0.00001211132,0.00002598469,0.001205257,0.002374574,0.00001726278,0.0006776767,0.00148278,0.00008703653,0.00007840841,0.01203559,0.9819718,0.00003148655],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002096064,0.949429,0.0003394871,0.03936741,0.007886881,0.000006131263,0.00002017922,0.00001296448,0.002728377],"genre_scores_gemma":[0.00592929,0.9652376,0.0009178141,0.00913084,0.009738778,0.00002871216,0.00003567699,0.00003417747,0.008947042],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01602179,"threshold_uncertainty_score":0.03185707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09562539964637701,"score_gpt":0.4855652014968515,"score_spread":0.3899398018504745,"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."}}