{"id":"W4411065596","doi":"10.1111/mms.70033","title":"Investigating Harvest and Vessel Traffic Exposure as Drivers of Social Group Characteristics in Canadian Beluga ( <scp> <i>Delphinapterus leucas</i> </scp> ) Populations","year":2025,"lang":"en","type":"article","venue":"Marine Mammal Science","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Fisheries and Oceans Canada","funders":"Natural Sciences and Engineering Research Council of Canada; Crown-Indigenous Relations and Northern Affairs Canada","keywords":"Leucas; Beluga; Beluga Whale; Poison control; Cetacea; Fishery; Biology; Geography; Zoology; Ecology; Medical emergency; Medicine; Arctic","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":[],"consensus_categories":[],"category_scores_codex":[0.0006779999,0.0001917909,0.0002693166,0.000166761,0.0006042097,0.00009528066,0.000490552,0.00006425811,0.0001294859],"category_scores_gemma":[0.0005682842,0.0002018777,0.00003715167,0.001450561,0.001146917,0.0004011414,0.001123295,0.0001985284,0.00001863796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004401704,"about_ca_system_score_gemma":0.0001455334,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3556686,"about_ca_topic_score_gemma":0.588232,"domain_scores_codex":[0.9980572,0.00004386019,0.0003897775,0.0004934076,0.0003921373,0.0006235655],"domain_scores_gemma":[0.9993316,0.00006391948,0.0001413921,0.000176174,0.00002511424,0.000261803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001224778,0.00003304248,0.9666978,0.00003223401,0.000003353334,0.000009971619,0.0006363397,0.00005715355,0.0008681269,0.004635953,0.0003608915,0.02666398],"study_design_scores_gemma":[0.000204122,0.0000603005,0.9839686,0.00002006138,0.00001276512,0.000004169007,0.0002830184,0.001065321,0.00003490854,0.000407192,0.01385126,0.00008834171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641709,0.00001817756,0.000004975837,0.0006430258,0.0001208301,0.000232547,0.00001218069,0.0000210458,0.03477633],"genre_scores_gemma":[0.9982507,0.0000261245,0.0006829441,0.000438219,0.00002287109,0.00001567751,0.000009263663,0.000008215471,0.0005459997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2325634,"threshold_uncertainty_score":0.8232335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394590971053548,"score_gpt":0.2399906499639965,"score_spread":0.226044740253461,"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."}}