{"id":"W4390611020","doi":"10.3389/fsufs.2023.1306521","title":"Supporting Inuit food sovereignty through collaborative research of an at-risk caribou herd","year":2024,"lang":"en","type":"article","venue":"Frontiers in Sustainable Food Systems","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Nunavut; University of Calgary","funders":"Environment and Climate Change Canada; Government of Canada","keywords":"Indigenous; Geography; Traditional knowledge; Population; Herd; General partnership; Threatened species; Environmental resource management; Socioeconomics; Political science; Ecology; Sociology; Demography; Habitat; Biology; Environmental science","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.007806852,0.0002890186,0.0009542836,0.0005056351,0.004015866,0.0000541462,0.0004110045,0.0005669884,0.0001127751],"category_scores_gemma":[0.0007518406,0.0002646605,0.00009448312,0.001792896,0.0002388005,0.0004094378,0.0006917706,0.001429534,0.00002942941],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005914012,"about_ca_system_score_gemma":0.003681693,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02510643,"about_ca_topic_score_gemma":0.05179327,"domain_scores_codex":[0.991197,0.003023773,0.001317822,0.0007074864,0.0005940318,0.00315989],"domain_scores_gemma":[0.9965476,0.0006312379,0.0004256745,0.0005851207,0.001662588,0.0001477699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004451867,0.0001749214,0.1075163,0.009775136,0.0006940186,0.0003545754,0.6589057,0.0005829968,0.000006564087,0.09608763,0.1252168,0.0002401553],"study_design_scores_gemma":[0.0006740945,0.002360153,0.0004213579,0.000271607,0.00003289756,0.000003695372,0.8663329,0.0007221571,0.00002424305,0.01067678,0.118246,0.0002341249],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9208251,0.02280278,0.0004943229,0.0001911655,0.005507841,0.006741391,0.0008517666,0.0001641245,0.0424215],"genre_scores_gemma":[0.9841147,0.0002759191,0.000403614,0.0000309399,0.0004746536,0.001168233,0.00004847174,0.00007993587,0.0134035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2074271,"threshold_uncertainty_score":0.9999806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0480463133337006,"score_gpt":0.4127831850792205,"score_spread":0.3647368717455199,"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."}}