{"id":"W4407013668","doi":"10.1038/s43247-025-02017-6","title":"Coexistence between people and polar bears supports Indigenous knowledge mobilization in wildlife management and research","year":2025,"lang":"en","type":"article","venue":"Communications Earth & Environment","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Churchill Northern Studies Centre; Carleton University; Royal Roads University","funders":"Environment and Climate Change Canada","keywords":"Wildlife; Indigenous; Wildlife management; Mobilization; Environmental planning; Environmental resource management; Political science; Environmental ethics; Geography; Ecology; Environmental science; Archaeology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001808896,0.0001187894,0.0002427599,0.0002897357,0.0041349,0.00001267967,0.0003420699,0.0001356606,0.00004871183],"category_scores_gemma":[0.00004294082,0.0001258098,0.00001688123,0.0003124194,0.0003242586,0.00006047268,0.002233754,0.0005739164,0.0001024899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002793866,"about_ca_system_score_gemma":0.0001077396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001259357,"about_ca_topic_score_gemma":0.0193267,"domain_scores_codex":[0.9976156,0.0008630683,0.000436942,0.0002999129,0.000129929,0.0006545141],"domain_scores_gemma":[0.9981111,0.000638922,0.00007797335,0.001051031,0.00004250888,0.00007846252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007222313,0.0001551867,0.9423076,0.0001523231,0.00003761943,0.000001251826,0.05087653,0.00001014104,0.000006029882,0.001933346,0.0005680692,0.003944664],"study_design_scores_gemma":[0.0003732742,0.0000614679,0.8082473,0.0000774801,0.00002027592,4.27573e-7,0.02029772,0.00005389969,0.000001496039,0.0004250791,0.1703554,0.00008627297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710038,0.006171798,0.0001900348,0.003800005,0.00006942979,0.002828383,0.00003197616,0.00002899242,0.01587562],"genre_scores_gemma":[0.9700883,0.02443201,0.001494065,0.0003065849,0.00001584337,0.0006321562,0.00007019046,0.00001347083,0.002947372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1697873,"threshold_uncertainty_score":0.9985681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07268115451598557,"score_gpt":0.405677794472929,"score_spread":0.3329966399569434,"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."}}