{"id":"W2952220290","doi":"10.14430/arctic68194","title":"Engaging Northern Indigenous Communities in Biophysical Research: Pitfalls and Successful Approaches","year":2019,"lang":"en","type":"article","venue":"ARCTIC","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"National Oceanic and Atmospheric Administration; National Science Foundation","keywords":"Indigenous; Public relations; Openness to experience; Psychology; Political science; Social psychology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001959608,0.0001126128,0.0002771777,0.0001741071,0.002813703,0.00001188154,0.0002021656,0.0001245103,0.0001658718],"category_scores_gemma":[0.0000883243,0.00009789287,0.00002385034,0.0002164187,0.0001868246,0.00008292805,0.0005084088,0.001387757,0.0006833403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002859772,"about_ca_system_score_gemma":0.0001999588,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1078403,"about_ca_topic_score_gemma":0.4268039,"domain_scores_codex":[0.9970638,0.001146021,0.0002636675,0.000184437,0.0001590809,0.001183044],"domain_scores_gemma":[0.9977863,0.001660091,0.00006037449,0.0003113227,0.0001191689,0.0000627748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002084698,0.000070528,0.7186996,0.0002266357,0.00001741708,0.000004605591,0.2795277,0.000009187566,0.00001675438,0.001011145,0.00001094638,0.000384644],"study_design_scores_gemma":[0.0007353865,0.0002452855,0.4455732,0.0001376074,0.000007498934,0.000003119558,0.5489099,0.0002150845,0.000003867643,0.001525298,0.002458445,0.0001852727],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887164,0.0002929091,8.528723e-7,0.0007053167,0.0001884926,0.0009707909,0.00000425694,0.00002830521,0.009092728],"genre_scores_gemma":[0.9985681,0.0001737052,0.00003817122,0.0002938949,0.0001032811,0.000131969,0.00001180489,0.00002317792,0.0006558532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3189636,"threshold_uncertainty_score":0.9984845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.193307762931514,"score_gpt":0.4001589688422456,"score_spread":0.2068512059107316,"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."}}