{"id":"W4413597565","doi":"10.64628/aam.frvrkpv34","title":"Collaborative Indigenous Research is a way to repair the legacy of harmful research practices","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Indigenous; Engineering ethics; Business; Political science; Engineering; Biology; Ecology","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":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2737967,0.001156566,0.002105237,0.004433092,0.02369225,0.0200801,0.005400007,0.008975969,0.01015468],"category_scores_gemma":[0.2832084,0.00163139,0.001411038,0.004340546,0.08280775,0.02630079,0.02816544,0.01428217,0.002599507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006461111,"about_ca_system_score_gemma":0.03676823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005662142,"about_ca_topic_score_gemma":0.01029271,"domain_scores_codex":[0.6664454,0.2812671,0.006454483,0.009795737,0.03164721,0.004390143],"domain_scores_gemma":[0.4370529,0.3852141,0.01806598,0.1212788,0.02982432,0.00856392],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005389328,0.0001377976,0.001667931,0.001302927,0.0001344028,0.000423172,0.4984192,0.0002296514,0.001031383,0.4330489,0.01228729,0.0512635],"study_design_scores_gemma":[0.00009518631,0.0001594343,0.001235762,0.003647916,0.00009194163,0.0007576733,0.1464574,0.0006044444,0.001897287,0.5896342,0.2552986,0.000120209],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05252894,0.008962669,0.4968614,0.2202333,0.007373366,0.001758451,0.0002268431,0.001138517,0.2109165],"genre_scores_gemma":[0.593557,0.004221962,0.3323038,0.02499305,0.001883658,0.004279024,0.000179721,0.0009505491,0.03763124],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.991024,"threshold_uncertainty_score":0.895538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6898522164499055,"score_gpt":0.7121824921314943,"score_spread":0.02233027568158885,"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."}}