{"id":"W4410818095","doi":"10.1073/pnas.2506779122","title":"Iñupiat marine mammal science a long time coming","year":2025,"lang":"en","type":"letter","venue":"Proceedings of the National Academy of Sciences","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; McGill University","funders":"","keywords":"Marine mammal; Mammal; Oceanography; Geography; Environmental ethics; Environmental science; Ecology; Biology; Geology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.006956878,0.0008886851,0.001375336,0.00105853,0.005444799,0.007574219,0.00161162,0.05357895,0.0174219],"category_scores_gemma":[0.02175624,0.0007432409,0.001183736,0.0008360867,0.005181175,0.006343377,0.004251382,0.03888784,0.01183948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003711826,"about_ca_system_score_gemma":0.00888016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007470459,"about_ca_topic_score_gemma":0.02582002,"domain_scores_codex":[0.9956117,0.0008604766,0.0003232205,0.0005461008,0.001975652,0.000682922],"domain_scores_gemma":[0.9810806,0.007613349,0.0008954293,0.0007844127,0.004079168,0.005547071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003533939,0.0000272357,0.0002329519,0.00005439305,0.00001087718,0.000214864,0.00005507654,0.00001641652,0.0001448068,0.003518617,0.9841198,0.01156963],"study_design_scores_gemma":[0.00002326798,0.00001939864,0.0005112604,0.0001386371,0.00001110585,0.00008739689,0.0001911912,0.0000361594,0.00004989598,0.004231525,0.9946879,0.00001224205],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001888759,0.003213462,0.0001327893,0.925414,0.06392702,0.00001136465,0.00004250354,0.00003274789,0.00703716],"genre_scores_gemma":[0.001354882,0.001943369,0.0003135798,0.9166026,0.05211175,0.00002602514,0.00003052663,0.00002749047,0.02758972],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05357895,"threshold_uncertainty_score":0.05828208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0268048364506178,"score_gpt":0.2750460217438132,"score_spread":0.2482411852931954,"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."}}