{"id":"W4386097248","doi":"10.53779/kelk1463","title":"Book review: Language Revitalisation and Social Transformation","year":2023,"lang":"en","type":"article","venue":"Journal on Ethnopolitics and Minority Issues in Europe","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Sociology; Transformation (genetics); Political 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":[],"consensus_categories":[],"category_scores_codex":[0.001021945,0.00006644431,0.0001239966,0.0001219579,0.0003012556,0.00006876172,0.00006099711,0.00005148003,0.0001209385],"category_scores_gemma":[0.0004657212,0.00006195727,0.0000256726,0.000237104,0.0001118967,0.0001836522,0.00001014319,0.0002148515,0.00003025595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003877829,"about_ca_system_score_gemma":0.00007054245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004274264,"about_ca_topic_score_gemma":0.00007120444,"domain_scores_codex":[0.9990591,0.0002453385,0.000220931,0.00007974483,0.0002016721,0.0001931762],"domain_scores_gemma":[0.9996237,0.00007265347,0.00007110802,0.00004354779,0.00009646913,0.0000925563],"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":[0.00001246958,0.00008641704,0.0003345015,0.000715637,0.00001368248,0.00002943277,0.42974,0.000001022332,0.00005044074,0.1670431,0.30749,0.09448327],"study_design_scores_gemma":[0.0001414267,0.00002324523,0.00186316,0.000145794,0.00001058071,0.000002961383,0.005875164,0.00001831396,0.00001448638,0.0003269669,0.9915034,0.00007454938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4848198,0.1836159,0.000004440653,0.1788735,0.001111475,0.0005895565,0.00003351231,0.000119406,0.1508324],"genre_scores_gemma":[0.154003,0.7388952,0.00006054355,0.05109455,0.003479493,0.000007651249,0.00003715845,0.00002247939,0.05239987],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6840134,"threshold_uncertainty_score":0.2526544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05954741770427988,"score_gpt":0.465028126881054,"score_spread":0.4054807091767741,"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."}}