{"id":"W7084128998","doi":"10.64628/aam.553p7jt6u","title":"How AI could help safeguard Indigenous languages","year":2025,"lang":"en","type":"article","venue":"","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"","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":[],"consensus_categories":[],"category_scores_codex":[0.004089159,0.0004146287,0.0002764366,0.001039678,0.00720112,0.007373545,0.001428614,0.002781664,0.02225947],"category_scores_gemma":[0.007081131,0.0001562178,0.0004776517,0.0007248282,0.009964077,0.007401564,0.005298499,0.004426522,0.002944092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003504549,"about_ca_system_score_gemma":0.008613528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02879988,"about_ca_topic_score_gemma":0.03772782,"domain_scores_codex":[0.9975891,0.0008790507,0.00007233133,0.000223894,0.0004560877,0.0007796214],"domain_scores_gemma":[0.9971328,0.001278722,0.0001034779,0.0004130974,0.0007026019,0.0003691743],"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":[0.00007229223,0.0001135416,0.001935483,0.0003063203,0.00004024632,0.0004251542,0.02341008,0.000953113,0.002207259,0.8465906,0.02399079,0.09995512],"study_design_scores_gemma":[0.00002001208,0.00007616932,0.001598637,0.000557391,0.00005061926,0.0003485854,0.03278757,0.001293294,0.002540506,0.4049344,0.5557382,0.00005464557],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0306236,0.00372557,0.01790135,0.07574698,0.002145768,0.00008243021,0.00008872598,0.0003431352,0.8693424],"genre_scores_gemma":[0.7484041,0.00460913,0.02250697,0.01620225,0.0005008526,0.0001495454,0.0001500333,0.0003163602,0.2071606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02879988,"threshold_uncertainty_score":0.07446533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0127163615082331,"score_gpt":0.2421812870215669,"score_spread":0.2294649255133338,"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."}}