{"id":"W4206192774","doi":"10.21832/9781847699473-fm","title":"Frontmatter","year":2013,"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":"York University; University of British Columbia","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003474939,0.0005080908,0.0005031006,0.0002822042,0.0005176701,0.0002516095,0.0005816072,0.0006524838,0.05156876],"category_scores_gemma":[0.00008363817,0.0005307672,0.0002932252,0.00001357708,0.0006318719,0.00007574884,0.00009862325,0.0006509832,0.03120425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002539665,"about_ca_system_score_gemma":0.0006003698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004299372,"about_ca_topic_score_gemma":0.0009482651,"domain_scores_codex":[0.9975005,0.00008392419,0.0005685284,0.0005851371,0.0006053394,0.0006565033],"domain_scores_gemma":[0.9982081,0.0002082838,0.0003399154,0.0005612161,0.0002353408,0.00044716],"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":[0.00001837214,0.000030411,0.00001285385,0.00009130542,0.000120699,0.00002296708,0.06696426,9.103496e-7,0.00006887707,0.07572526,0.6387385,0.2182056],"study_design_scores_gemma":[0.0002302074,0.00001373173,0.00001027374,0.0001346979,0.00004385683,0.00000205516,0.0007395008,0.000006553268,0.00006930634,0.003362317,0.9948206,0.0005669022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000704941,0.00009456717,0.000007994561,0.00335273,0.002051011,0.0007794274,0.00003690245,0.0003124509,0.99266],"genre_scores_gemma":[0.00321404,0.000009176418,0.0005779623,0.01820203,0.002425315,0.00003963151,0.00003340227,0.0001392081,0.9753593],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3560821,"threshold_uncertainty_score":0.9997144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06906735150112238,"score_gpt":0.3865781702292414,"score_spread":0.317510818728119,"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."}}