{"id":"W2324920326","doi":"10.1332/174426413x662509","title":"Reducing the gap between educational research and second language teachers’ knowledge","year":2013,"lang":"en","type":"article","venue":"Evidence & Policy","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Second language; Intervention (counseling); Computer science; Mathematics education; Psychology; Conceptual framework; Psychological intervention; Knowledge transfer; Pedagogy; Knowledge management; Sociology; Linguistics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001008029,0.0001095139,0.0001157553,0.0001916168,0.0009406234,0.0006230845,0.0002795423,0.0000388944,0.01422165],"category_scores_gemma":[0.001213637,0.00007482228,0.00003522652,0.00008768839,0.0004223507,0.0004729931,0.000111261,0.000618247,0.001056843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006399663,"about_ca_system_score_gemma":0.000160681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02566003,"about_ca_topic_score_gemma":0.001317397,"domain_scores_codex":[0.9987618,0.0003186239,0.0001619044,0.0002295277,0.000171904,0.0003561827],"domain_scores_gemma":[0.9976439,0.001820404,0.00005053408,0.0002853865,0.0001034861,0.0000963158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001319079,0.00002586178,0.003035825,0.00003795131,0.00002695818,6.934249e-7,0.8333695,3.650843e-7,0.0004648119,0.06013915,0.04368369,0.05921391],"study_design_scores_gemma":[0.0003846472,0.0002793726,0.105664,0.0009688443,0.00003963583,0.00003309037,0.3603184,0.00007185962,0.0004156367,0.01295557,0.5181656,0.0007033639],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8824447,0.004948393,5.661478e-7,0.01148714,0.00009374595,0.0001657124,0.000004345087,0.00003258099,0.1008228],"genre_scores_gemma":[0.8567621,0.00001208938,0.00002024552,0.0003359149,0.004759278,0.00004295421,0.000005453746,0.00001653492,0.1380455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4744819,"threshold_uncertainty_score":0.9997209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1841045654021987,"score_gpt":0.4042052234513925,"score_spread":0.2201006580491938,"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."}}