{"id":"W3167649636","doi":"10.1177/15562646211023705","title":"A New Era of Indigenous Research: Community-based Indigenous Research Ethics Protocols in Canada","year":2021,"lang":"en","type":"article","venue":"Journal of Empirical Research on Human Research Ethics","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"First Nations Health and Social Secretariat of Manitoba; University of Winnipeg; University of Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Indigenous; Metis; Research ethics; Community-based participatory research; Sociology; Engineering ethics; Public relations; Political science; Participatory action research; Anthropology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","open_science","research_integrity"],"consensus_categories":["metaresearch","sts","research_integrity"],"category_scores_codex":[0.4009061,0.0003872703,0.001185289,0.005307522,0.04126405,0.0008794671,0.005560633,0.002103535,0.0006159132],"category_scores_gemma":[0.04046518,0.0003383278,0.0002874638,0.01387709,0.006584076,0.0004910342,0.0002220208,0.1189976,0.00007706749],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01839997,"about_ca_system_score_gemma":0.7846979,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9871729,"about_ca_topic_score_gemma":0.9992579,"domain_scores_codex":[0.7607201,0.1919733,0.002614322,0.0008780558,0.03766893,0.006145246],"domain_scores_gemma":[0.8163515,0.1260433,0.0005406433,0.002046201,0.05184134,0.003176989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001068267,0.003909328,0.007931858,0.001617723,0.00009314984,0.001575204,0.9222447,0.0001033522,0.0001642466,0.04825101,0.01143083,0.00161037],"study_design_scores_gemma":[0.002113455,0.006412749,0.00840857,0.004048756,0.000006864295,0.00002629623,0.1884922,0.000008140045,0.003584297,0.07857212,0.7078514,0.0004751602],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.910854,0.0008966739,0.00002019519,0.04206868,0.0003274328,0.01386384,0.00004629766,0.00002284751,0.03190008],"genre_scores_gemma":[0.9746809,0.01057038,0.001150649,0.0007394851,0.002563224,0.000561641,0.00004410085,0.0001893283,0.009500313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7662979,"threshold_uncertainty_score":0.9999069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7968077017469808,"score_gpt":0.6807931411392342,"score_spread":0.1160145606077466,"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."}}