{"id":"W4409533500","doi":"10.1139/as-2024-0036","title":"When research relies on wildlife samples obtained from communities: a case study on local cultural contexts of beluga whale (<i>Delphinapterus leucas</i>) harvesting in Tuktoyaktuk, NT and Arviat, NU","year":2025,"lang":"en","type":"article","venue":"Arctic Science","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; University of Manitoba","funders":"Fisheries and Oceans Canada; Northern Contaminants Program; W. Garfield Weston Foundation; Nunavut Wildlife Management Board; ArcticNet","keywords":"Leucas; Beluga Whale; Beluga; Whale; Wildlife; Fishery; Geography; Cetacea; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03640736,0.0008014826,0.00110061,0.003342109,0.0252501,0.009918609,0.004580784,0.003979665,0.00254851],"category_scores_gemma":[0.05472088,0.001566681,0.0007486845,0.004399645,0.01692358,0.008008091,0.01056832,0.003780755,0.0003884634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009801937,"about_ca_system_score_gemma":0.008814833,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05640095,"about_ca_topic_score_gemma":0.2157372,"domain_scores_codex":[0.9336435,0.05377232,0.002022435,0.003252577,0.003591018,0.003718072],"domain_scores_gemma":[0.9289666,0.04564824,0.007622582,0.005161727,0.007388362,0.005212575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003260555,0.00005999737,0.02298352,0.0003085643,0.00003009183,0.007700202,0.9600191,0.00005194073,0.0008369474,0.000751456,0.0005828568,0.006642843],"study_design_scores_gemma":[0.000001952802,0.00003560365,0.007077458,0.000306962,0.00001330065,0.001250011,0.9865375,0.00004438685,0.000165532,0.0002769251,0.004274413,0.00001602587],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797198,0.002018371,0.003118566,0.006359851,0.0001347322,0.0004390393,0.000135568,0.00001730438,0.008056614],"genre_scores_gemma":[0.9901058,0.001080527,0.005073923,0.00174948,0.00004970902,0.0005374842,0.0000997911,0.00003683461,0.001266459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.943599,"threshold_uncertainty_score":0.1925429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1016738818303085,"score_gpt":0.3586521427479653,"score_spread":0.2569782609176567,"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."}}