{"id":"W1736456918","doi":"","title":"Language Revitalization and its Discontents: An essay and review of Saving languages: An introduction to language revitalization","year":2007,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Publishing; Sociology; Intervention (counseling); Social science; History; Political science; Psychology; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003876345,0.0001623193,0.0004238225,0.0004338044,0.0002437616,0.0003962922,0.0005668197,0.00007641713,0.001677413],"category_scores_gemma":[0.002857826,0.0001522921,0.00004449375,0.0009003805,0.00008923049,0.002578831,0.0001424753,0.0001196307,0.000002025565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009268327,"about_ca_system_score_gemma":0.0001135593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004306072,"about_ca_topic_score_gemma":0.001659004,"domain_scores_codex":[0.9978235,0.0005134206,0.0006504388,0.0003321835,0.0004450439,0.000235368],"domain_scores_gemma":[0.9982837,0.0001168934,0.0005940337,0.0002752597,0.0003942624,0.0003358285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001706643,0.0006527912,0.1207439,0.00500201,0.000111814,0.00001825039,0.1828331,0.00001652756,0.2047526,0.007325666,0.009024742,0.469348],"study_design_scores_gemma":[0.001227558,0.0001159304,0.7716688,0.01660898,0.0004267561,0.00003399626,0.09466037,0.00009367083,0.03289734,0.0006048612,0.07998877,0.00167299],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8966748,0.09841816,0.0002376458,0.0009491401,0.0002839587,0.000770707,0.00002495917,0.00003251869,0.002608148],"genre_scores_gemma":[0.9469095,0.05007161,0.0002261425,0.001102307,0.0008666681,0.00001158966,0.00007298233,0.00002739346,0.0007117765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6509249,"threshold_uncertainty_score":0.9992352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2770696565364971,"score_gpt":0.6307320158895442,"score_spread":0.3536623593530471,"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."}}