{"id":"W4391175483","doi":"10.4324/9781003263999-5","title":"Towards an Inclusive Language Education System in the Age of Superdiversity","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Linguistics; Philosophy","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":[0.0002668688,0.0001442104,0.0002015448,0.0001764722,0.0001198709,0.0001159609,0.0002328762,0.00008510529,0.003395888],"category_scores_gemma":[0.000006636555,0.00009404877,0.00009487649,0.000007287676,0.00007385529,0.00008036602,0.00007581967,0.00041465,0.0001053716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007380141,"about_ca_system_score_gemma":0.00007050027,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01125722,"about_ca_topic_score_gemma":0.008053724,"domain_scores_codex":[0.9993686,0.00003820139,0.0001630322,0.0001741054,0.0001699084,0.0000861489],"domain_scores_gemma":[0.9996154,0.00003910984,0.00005872623,0.0002361732,0.00003404585,0.0000165792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002111998,0.00001199367,0.000002575495,0.0001700154,0.00002306616,0.00005571864,0.2640964,3.778833e-7,0.000001649686,0.7267368,0.000496579,0.008402664],"study_design_scores_gemma":[0.00007900013,0.00005560274,0.00001774726,0.0004681478,0.0001043305,0.00001243969,0.5884205,0.00001422237,0.000003024294,0.002108785,0.4085123,0.0002038648],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02153382,0.001158959,0.000001344216,0.00007108174,0.0004648108,0.0001398737,0.0000486723,0.00007325868,0.9765082],"genre_scores_gemma":[0.4614263,0.000003099413,0.000008161765,0.0002205533,0.000534806,0.000002220767,0.000177881,0.00001564588,0.5376114],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.724628,"threshold_uncertainty_score":0.9975151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01840515973672929,"score_gpt":0.2453453418867146,"score_spread":0.2269401821499853,"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."}}