{"id":"W4404732329","doi":"10.1111/cobi.14396","title":"Using positionality and reflexivity to support equity in partnership‐driven research","year":2024,"lang":"en","type":"article","venue":"Conservation Biology","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ocean Tracking Network; Memorial University of Newfoundland; Government of Nunavut; Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund; Ocean Frontier Institute","keywords":"Reflexivity; Interrogation; General partnership; Sociology; Power (physics); Context (archaeology); Public relations; Futures contract; Equity (law); Engaged scholarship; Engineering ethics; Political science; Scholarship; Social science; Business; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004037302,0.00004832054,0.0000892529,0.0001883689,0.001507882,0.00005805469,0.00009421976,0.0001409759,0.000114178],"category_scores_gemma":[0.00005236166,0.00004373518,0.00001343511,0.0005003066,0.0003717864,0.0001303357,0.000006628659,0.0001567375,0.00003987673],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000366497,"about_ca_system_score_gemma":0.008560848,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09859233,"about_ca_topic_score_gemma":0.6550581,"domain_scores_codex":[0.9981827,0.0009196958,0.000175362,0.0002429391,0.0001367381,0.00034262],"domain_scores_gemma":[0.9991575,0.0004285629,0.00002065255,0.00008781705,0.0001956096,0.0001098708],"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":[0.00001355274,0.00002940642,0.03868952,0.00003455982,0.000003435315,0.000002495293,0.06420106,9.667001e-7,0.000201412,0.895992,0.0003599412,0.0004716279],"study_design_scores_gemma":[0.00008067609,0.0001057022,0.05066946,0.00004757661,0.000003452171,0.000002967795,0.001517672,0.0001299858,0.00008491286,0.07592808,0.8713152,0.0001142478],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9519922,0.00009868267,0.000117666,0.008592299,0.0003208727,0.0003532639,0.0000100412,0.00003537099,0.03847961],"genre_scores_gemma":[0.9972398,0.0002849216,0.0004521507,0.000368347,0.0002649161,0.000005583414,0.00003368977,0.000003852891,0.001346696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8709553,"threshold_uncertainty_score":0.999792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4733204968939327,"score_gpt":0.5977639954397826,"score_spread":0.1244434985458499,"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."}}