{"id":"W4211115136","doi":"10.1007/978-3-319-58542-0_56-1","title":"Critical Research in English Language Teaching","year":2019,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Linguistics; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001110771,0.0001736644,0.0002264211,0.0007854908,0.0001300037,0.0001852382,0.0003684948,0.0001374268,0.002623569],"category_scores_gemma":[0.0004918104,0.0001822851,0.0001046574,0.000006693213,0.0002102764,0.0002043048,0.0001063583,0.001470775,0.0001708056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002134529,"about_ca_system_score_gemma":0.0003091964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005831071,"about_ca_topic_score_gemma":0.0002997301,"domain_scores_codex":[0.9984603,0.00006601222,0.0003894182,0.0003239447,0.0005630816,0.0001972644],"domain_scores_gemma":[0.9986398,0.0004238996,0.0001403979,0.0002634896,0.0004872398,0.00004520662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001648302,0.00007768617,0.0001309524,0.000100916,0.00003003266,0.000001872224,0.05999956,0.00000324461,0.00003889484,0.9221966,0.002145055,0.01525875],"study_design_scores_gemma":[0.000179064,0.00006518624,0.00006601319,0.00295614,0.00001704039,0.000001615666,0.01039477,0.00003229128,0.00005748268,0.01879084,0.9671683,0.0002712519],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008502347,0.0007784794,0.000006191308,0.0003286134,0.004554232,0.0001617126,0.00002426857,0.00004287629,0.9856013],"genre_scores_gemma":[0.4741752,0.00001679463,0.0001072574,0.00004735681,0.002431207,0.000008640468,0.00006442573,0.00003547695,0.5231137],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9650232,"threshold_uncertainty_score":0.9982882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07640863259693254,"score_gpt":0.3804783617282843,"score_spread":0.3040697291313517,"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."}}