{"id":"W2902923966","doi":"10.1139/as-2017-0045","title":"Involvement of local Indigenous peoples in Arctic research — expectations, needs and challenges perceived by early career researchers","year":2018,"lang":"en","type":"article","venue":"Arctic Science","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nordisk Ministerråd; Polarforskningssekretariatet; Universitetet i Tromsø","keywords":"Indigenous; Arctic; Traditional knowledge; Value (mathematics); The arctic; Perception; Geography; Natural resource; Political science; Psychology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.005172048,0.0001041176,0.0002211,0.0006380404,0.003864707,0.00001501671,0.0004421288,0.0001035183,0.0000991464],"category_scores_gemma":[0.001251613,0.00009073678,0.00001735995,0.001244593,0.003304362,0.0001710704,0.0005686731,0.0005179806,0.00008540604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008499645,"about_ca_system_score_gemma":0.001491118,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05554898,"about_ca_topic_score_gemma":0.1393346,"domain_scores_codex":[0.9963068,0.0005645736,0.000363544,0.0003922086,0.0007589359,0.001613959],"domain_scores_gemma":[0.9967524,0.001296845,0.00008289458,0.0003219202,0.001363102,0.0001828157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003799954,0.00008619969,0.2142005,0.0002359625,0.000009570716,0.000003169069,0.7823752,5.817683e-7,0.0009309074,0.0009286267,0.00009861766,0.001092672],"study_design_scores_gemma":[0.000281751,0.000596654,0.3891503,0.0000993598,0.000002450833,0.000001075145,0.6092124,0.00001876643,0.00005871604,0.0003429353,0.0001702074,0.00006541632],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926018,0.002564843,0.000009450792,0.002234348,0.0001550532,0.0008259985,0.00000379102,0.00001217495,0.001592572],"genre_scores_gemma":[0.9968145,0.002466125,0.0001405892,0.0001225696,0.00006299851,0.0001924915,0.000001232204,0.00001116375,0.0001882564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1749498,"threshold_uncertainty_score":0.9994081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2244539205997498,"score_gpt":0.4412741050158287,"score_spread":0.2168201844160789,"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."}}