{"id":"W2122943650","doi":"10.14430/arctic266","title":"Challenges in Community-Research Relationships: Learning from Natural Science in Nunavut","year":2009,"lang":"en","type":"article","venue":"ARCTIC","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Negotiation; Context (archaeology); Public relations; Political science; Process (computing); Principal (computer security); Natural (archaeology); Environmental planning; Environmental resource management; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01054246,0.00006639616,0.000155976,0.0003370304,0.009480307,0.000006653448,0.0002860812,0.0001032599,0.00006145972],"category_scores_gemma":[0.004995235,0.00006193478,0.00001324932,0.0006082718,0.0001666864,0.0001332655,0.000226726,0.007212503,0.0003128179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007663807,"about_ca_system_score_gemma":0.0003735082,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03310171,"about_ca_topic_score_gemma":0.5427831,"domain_scores_codex":[0.9941214,0.004255238,0.0002539251,0.0001791085,0.0001972471,0.0009930265],"domain_scores_gemma":[0.9949831,0.004505484,0.00004769828,0.0002365009,0.0001811634,0.00004604373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001841593,0.00009703419,0.6878893,0.0000239132,0.000001939322,0.000007252834,0.3064313,0.00006844024,0.00006429546,0.003118419,0.00001545132,0.002264238],"study_design_scores_gemma":[0.0002673671,0.00008847413,0.7950646,0.0001178654,8.588897e-7,3.944658e-7,0.1962062,0.0002285552,0.000001023043,0.007593353,0.000381301,0.0000500198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633472,0.001389953,3.432626e-7,0.006673126,0.0002506286,0.0003414862,3.223967e-7,0.00002338046,0.02797359],"genre_scores_gemma":[0.9986721,0.0007028166,0.0000753254,0.0002435775,0.00006393786,0.0000372204,0.000003834828,0.000005694351,0.0001954779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5096814,"threshold_uncertainty_score":0.9950779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3594846842567219,"score_gpt":0.4894997057154469,"score_spread":0.130015021458725,"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."}}