{"id":"W201085475","doi":"10.5206/cie-eci.v23i2.8992","title":"A Comparison of Scottish Gaelic Education","year":2012,"lang":"en","type":"article","venue":"Comparative and International Education","topic":"Scottish History and National Identity","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0001157273,0.00007831872,0.0001299892,0.0001692802,0.0001342716,0.00005505974,0.000101093,0.00002193777,0.001453182],"category_scores_gemma":[0.0000478676,0.00008036457,0.00003429208,0.00003719379,0.0001530947,0.0008019299,0.00002091726,0.00006781072,0.00007883473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005855882,"about_ca_system_score_gemma":0.0001860239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000167456,"about_ca_topic_score_gemma":0.0001172115,"domain_scores_codex":[0.9993867,0.00003851025,0.0002377617,0.0001030173,0.0001530564,0.00008092735],"domain_scores_gemma":[0.9991019,0.00004900076,0.0001772993,0.00007022965,0.0005429887,0.00005861009],"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":[0.00002125285,0.001397269,0.05558673,0.00002116427,0.00004243592,6.427173e-9,0.03363259,0.000001368742,0.0002913597,0.7516518,0.1458131,0.01154092],"study_design_scores_gemma":[0.0001258867,0.00004152618,0.06871784,0.00005845013,0.00002610862,0.000002906934,0.01091176,0.00008078793,0.001081236,0.003785984,0.9150256,0.0001419413],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8132985,0.0059155,0.00004155263,0.0002183631,0.005540338,0.000124226,0.00001292203,0.00001562954,0.174833],"genre_scores_gemma":[0.9740178,0.00002452019,0.000178683,0.0001844344,0.001091069,0.00003363948,0.0001222272,0.00000433341,0.02434327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7692125,"threshold_uncertainty_score":0.9994596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1899896433595619,"score_gpt":0.424099743546961,"score_spread":0.234110100187399,"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."}}