{"id":"W7133283815","doi":"","title":"Availability bias adjustment for calculating aerial survey abundance estimates for Belugas (Delphinapterus leucas) in the Eastern Beaufort Sea","year":2025,"lang":"en","type":"other","venue":"Federal Open Science Repository of Canada / Le Dépôt fédéral de science ouverte du Canada","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fisheries and Oceans Canada; Crown-Indigenous Relations and Northern Affairs Canada; Fisheries Joint Management Committee","keywords":"Aerial survey; Beaufort sea; Abundance (ecology); Beaufort scale; Submarine pipeline; Beluga Whale; Survey methodology; Beluga","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01238073,0.0005269274,0.0005610029,0.001954789,0.0009595238,0.0009588023,0.001437359,0.0004185351,0.004847422],"category_scores_gemma":[0.05562701,0.0005625621,0.001268233,0.002385968,0.0005350479,0.0007632351,0.001373452,0.0005778527,0.0009617922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002111801,"about_ca_system_score_gemma":0.001659528,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08820386,"about_ca_topic_score_gemma":0.1280944,"domain_scores_codex":[0.9900888,0.003613801,0.0008841689,0.002422481,0.002513732,0.0004771167],"domain_scores_gemma":[0.9686453,0.01210868,0.005388788,0.004435021,0.009076118,0.00034604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004757407,0.0000748145,0.7499496,0.0006291256,0.001003514,0.0001845707,0.001704225,0.00922876,0.004965669,0.002846808,0.01248372,0.2164534],"study_design_scores_gemma":[0.00004544993,0.0002759665,0.9521381,0.0001270941,0.0003607637,0.0002385671,0.0004793775,0.0163568,0.002763511,0.00130621,0.02583659,0.00007161061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5489285,0.002421959,0.4192479,0.0006247148,0.0008312388,0.001728168,0.009389119,0.00176396,0.01506439],"genre_scores_gemma":[0.773476,0.000400714,0.210735,0.0003375854,0.0001121079,0.001869371,0.005113541,0.000449056,0.007506654],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9117962,"threshold_uncertainty_score":0.1753809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03161825367374352,"score_gpt":0.2875464027829099,"score_spread":0.2559281491091664,"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."}}