{"id":"W4414007259","doi":"10.36939/cjis/vol1no1/art20","title":"Building from Within","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Indigenous Studies","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004175646,0.0008656737,0.0005183269,0.001624385,0.01850383,0.009105966,0.00194696,0.002228746,0.05123336],"category_scores_gemma":[0.005385817,0.0003330568,0.0005482474,0.001023006,0.01868228,0.00645679,0.01917043,0.004492857,0.01659982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006609855,"about_ca_system_score_gemma":0.02663191,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07645892,"about_ca_topic_score_gemma":0.1500336,"domain_scores_codex":[0.9974246,0.0007891492,0.00005353941,0.0005856322,0.0005553946,0.0005917248],"domain_scores_gemma":[0.9965439,0.0003544684,0.0001678826,0.0007638012,0.000877959,0.001292058],"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":[0.00003378884,0.00009352239,0.003620143,0.0001959634,0.0000319315,0.000563066,0.1127888,0.0004087329,0.001109599,0.6629556,0.0943893,0.1238095],"study_design_scores_gemma":[0.000002703563,0.00001807987,0.0006292594,0.0002318955,0.000007037994,0.00007920569,0.01336258,0.00008402616,0.0001208865,0.02898983,0.9564643,0.00001006482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01562544,0.002492138,0.01992839,0.04144686,0.001937494,0.0001505553,0.0001080357,0.0004320133,0.9178791],"genre_scores_gemma":[0.4091249,0.003626059,0.01939427,0.02019837,0.0007863432,0.0002416414,0.0003084707,0.000801163,0.5455188],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9235411,"threshold_uncertainty_score":0.1713927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02848548796911826,"score_gpt":0.3347091318405456,"score_spread":0.3062236438714274,"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."}}