{"id":"W3093959240","doi":"10.1007/s42413-020-00088-1","title":"Measuring What Counts to Advance Indigenous Self-Determination: A Case Study of the Nisga’a Lisims Government’s Quality of Life Framework and Survey","year":2020,"lang":"en","type":"article","venue":"International Journal of Community Well-Being","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dynamic Systems Analysis (Canada); Government of British Columbia; Université Laval","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Indigenous; Government (linguistics); Quality of life (healthcare); Quality (philosophy); Psychology; Sociology; Data science; Computer science; Epistemology; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003145109,0.00007446015,0.0001994952,0.00004833849,0.001192915,0.00008598567,0.0006511957,0.00005346552,0.00002340092],"category_scores_gemma":[0.0003405384,0.0000597399,0.00004838727,0.0001823326,0.00007350311,0.0003649989,0.00002498954,0.0004143709,0.000001532324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002076896,"about_ca_system_score_gemma":0.001285314,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03035792,"about_ca_topic_score_gemma":0.1284131,"domain_scores_codex":[0.9968326,0.001434308,0.0005478333,0.00005732918,0.001012295,0.0001156369],"domain_scores_gemma":[0.9972304,0.00103481,0.0006616287,0.0001552899,0.0007898411,0.0001280252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006148987,0.0004233367,0.0543278,0.0000337612,0.00008316326,0.00001062403,0.9423499,0.00004043617,0.000004590145,0.001382834,0.000008866274,0.001273242],"study_design_scores_gemma":[0.001497462,0.0008225367,0.2174454,0.0007865196,0.0000832142,0.0001354928,0.7540133,0.00004334025,0.0005559225,0.003781517,0.02043869,0.0003966151],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956115,0.000113065,0.0001546344,0.0004966473,0.0008638211,0.0002308807,0.000005127613,0.000005652153,0.002518601],"genre_scores_gemma":[0.9985614,0.0007356805,0.0002032231,0.0002270946,0.0002279553,5.134598e-7,4.680893e-7,0.000006514863,0.00003717821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1883366,"threshold_uncertainty_score":0.976099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0583563631474895,"score_gpt":0.36435095625742,"score_spread":0.3059945931099305,"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."}}