{"id":"W4411976768","doi":"10.1038/s41597-025-05281-5","title":"A Public Dataset of Annotated Orcinus orca Acoustic Signals for Detection and Ecotype Classification","year":2025,"lang":"en","type":"article","venue":"Scientific Data","topic":"Animal Vocal Communication and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Dalhousie University; Ocean Networks Canada Society; University of Victoria; Simon Fraser University","funders":"","keywords":"Ecotype; Geography; Biology; Ecology","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":[0.0006398079,0.001617792,0.0009974289,0.004522046,0.001073905,0.001131395,0.001864057,0.001871154,0.0112176],"category_scores_gemma":[0.002855138,0.0003529657,0.0008326854,0.004213527,0.000588742,0.0007473077,0.002298791,0.001022635,0.01212175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009635446,"about_ca_system_score_gemma":0.001772538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03785373,"about_ca_topic_score_gemma":0.08322587,"domain_scores_codex":[0.9989821,0.0001029879,0.0001198417,0.0003546467,0.0002905533,0.000149883],"domain_scores_gemma":[0.9981303,0.0005327662,0.0002150819,0.0003756285,0.0005389283,0.0002072881],"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":[0.0008091546,0.0002892309,0.04064739,0.005420554,0.0002795041,0.001207046,0.000593936,0.003279931,0.01685417,0.001240126,0.8500764,0.07930256],"study_design_scores_gemma":[0.0001762737,0.0001334477,0.1960554,0.001255914,0.0002231983,0.0009764534,0.0009506514,0.00769056,0.004563229,0.001461171,0.7862755,0.0002383591],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01086518,0.00063379,0.001167745,0.0001042109,0.0001097218,0.00007460653,0.9826205,0.001733882,0.002690364],"genre_scores_gemma":[0.006180584,0.0001494146,0.001625225,0.0000534362,0.00001790582,0.000148141,0.990997,0.00007789855,0.0007504931],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03785373,"threshold_uncertainty_score":0.07526678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1572833891718455,"score_gpt":0.3649071657068553,"score_spread":0.2076237765350098,"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."}}