{"id":"W4416135669","doi":"10.33422/hsconf.v3i2.1418","title":"Voices That Echo","year":2025,"lang":"","type":"article","venue":"The Proceedings of the International Conference on New Findings in Humanities and Social Sciences.","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Narrative; Storytelling; Solidarity; Scholarship; Agency (philosophy); Indigenous; Praxis; Identity (music); Normative","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":[0.003129531,0.0005448,0.0004311541,0.001239409,0.00367814,0.00835276,0.001024082,0.00235492,0.007675794],"category_scores_gemma":[0.0106833,0.0002117206,0.0004911733,0.0009202558,0.007657572,0.006933167,0.00871875,0.002696337,0.001790537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001730189,"about_ca_system_score_gemma":0.001802313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001419267,"about_ca_topic_score_gemma":0.002143095,"domain_scores_codex":[0.9966068,0.001549565,0.0001570423,0.0003976857,0.0008854942,0.0004034641],"domain_scores_gemma":[0.9957705,0.002247675,0.000574799,0.0005209722,0.0005215834,0.0003645125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001662942,0.0000373045,0.002691796,0.0008416304,0.00008365558,0.003623133,0.4869806,0.0002632183,0.009357525,0.3511272,0.02179055,0.123037],"study_design_scores_gemma":[0.00001404851,0.00007429798,0.001745247,0.001119573,0.000057356,0.002907631,0.1886459,0.0002339238,0.003129637,0.07280331,0.7292225,0.00004659684],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2456715,0.02271667,0.06822416,0.04306838,0.007270322,0.0002943077,0.0005165541,0.000576905,0.6116612],"genre_scores_gemma":[0.9007442,0.00522553,0.009124611,0.006795469,0.0007850246,0.0001769083,0.0002933373,0.0003099673,0.07654492],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00835276,"threshold_uncertainty_score":0.0256781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08826835922844876,"score_gpt":0.3395759550560897,"score_spread":0.251307595827641,"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."}}