{"id":"W4385285051","doi":"10.21832/9781800412040-fm","title":"Frontmatter","year":2023,"lang":"en","type":"book-chapter","venue":"Multilingual Matters eBooks","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; York University","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002005455,0.0007973771,0.0006331463,0.001230668,0.001326756,0.004702318,0.0008435164,0.001902115,0.8803096],"category_scores_gemma":[0.0009735275,0.0004075832,0.0003960761,0.001347904,0.0005161173,0.003703949,0.002300477,0.001910242,0.7966738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007798378,"about_ca_system_score_gemma":0.0005012521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001523567,"about_ca_topic_score_gemma":0.004378622,"domain_scores_codex":[0.9997732,0.00001949263,0.00001187568,0.00007402312,0.00009468514,0.00002672424],"domain_scores_gemma":[0.9996698,0.00007778888,0.0000221818,0.00006135787,0.00009358394,0.00007535532],"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":[0.00003874199,0.00003198378,0.0001536283,0.0001863674,0.000003185266,0.0001106153,0.0001997959,0.00007298162,0.000645148,0.02120823,0.7599289,0.2174204],"study_design_scores_gemma":[0.000003041112,0.000005764201,0.0001577973,0.00006464504,8.018166e-7,0.00006171168,0.00004619334,0.00003412134,0.00008603247,0.001447924,0.9980895,0.000002591868],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002420787,0.000997546,0.000443623,0.0006013288,0.0005237109,0.00001983769,0.0007138464,0.0006530868,0.9958049],"genre_scores_gemma":[0.0007285672,0.0003513257,0.0001712311,0.0001897217,0.00005559654,0.000009708159,0.0002317367,0.000203152,0.9980589],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8803096,"threshold_uncertainty_score":0.1707238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1014513915950516,"score_gpt":0.410188051809113,"score_spread":0.3087366602140614,"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."}}