{"id":"W1519210014","doi":"","title":"Voices of authority : education and linguistic difference","year":2001,"lang":"en","type":"book","venue":"University of Birmingham Research Portal (University of Birmingham)","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":239,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Indigenous; Gender studies; Humanities; Pedagogy; Art","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001689754,0.000254321,0.0006906344,0.001336144,0.001005534,0.00002430402,0.001113396,0.0005920928,0.001545659],"category_scores_gemma":[0.0008320389,0.0003707636,0.0002388392,0.0006846285,0.00393531,0.0002129643,0.0004459103,0.0007755402,0.00002045049],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002122314,"about_ca_system_score_gemma":0.007716427,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0626746,"about_ca_topic_score_gemma":0.01774271,"domain_scores_codex":[0.9968749,0.000433232,0.0003064347,0.0005734627,0.001286248,0.0005256794],"domain_scores_gemma":[0.9955966,0.000705431,0.0008040953,0.0004795869,0.001922947,0.0004913641],"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":[0.0006932907,0.002261794,0.01287324,0.003923795,0.0006489035,0.0002649687,0.4595982,0.000005424511,0.0007067414,0.1927485,0.0924603,0.2338149],"study_design_scores_gemma":[0.0005940926,0.0002614862,0.004396392,0.001155706,0.0001853128,0.00000509136,0.1468806,0.00005447906,0.00003662116,0.004091444,0.8418462,0.0004925898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1133092,0.0005493869,0.0000651396,0.0004696602,0.0003529174,0.0006337559,0.0001762411,0.00005456279,0.8843891],"genre_scores_gemma":[0.3136823,0.002213818,0.0007311925,0.000006905451,0.0002249771,7.805487e-8,0.00005812684,0.0000182064,0.6830645],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.749386,"threshold_uncertainty_score":0.9998744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09311304823568267,"score_gpt":0.4139790964143484,"score_spread":0.3208660481786657,"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."}}