{"id":"W4296117289","doi":"10.3390/jmse10091267","title":"Spatial Impact of Recreational-Grade Echosounders and the Implications for Killer Whales","year":2022,"lang":"en","type":"article","venue":"Journal of Marine Science and Engineering","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Government of Canada","keywords":"Echo sounding; Environmental science; Human echolocation; Oceanography; Sonar; Shore; Geology; Acoustics; Fishery; Physics; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009652197,0.00005442352,0.0001152995,0.00004723036,0.0002348612,0.00002083792,0.0001803156,0.000005806491,0.0001056439],"category_scores_gemma":[0.0002156239,0.0000350669,0.00005057102,0.0002422082,0.0002335392,0.0001619683,0.0005471727,0.00007532917,1.25768e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001222649,"about_ca_system_score_gemma":0.000028263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006364237,"about_ca_topic_score_gemma":0.00003291085,"domain_scores_codex":[0.9994025,0.000009075101,0.000169356,0.00007974246,0.0002301835,0.0001091778],"domain_scores_gemma":[0.9996057,0.0001376657,0.0001135517,0.00006429163,0.00003027698,0.00004854559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002305213,0.0001072309,0.7522939,0.0000557808,0.0001280047,0.000001460136,0.001070149,0.06563532,0.01093919,0.008170583,0.001892324,0.1594756],"study_design_scores_gemma":[0.0004399466,0.0001557645,0.9883943,0.000004373969,0.00001700768,0.00006315424,0.00007263141,0.006833593,0.00001960614,0.001301121,0.002647537,0.00005093792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964303,0.0001367273,0.0008834971,0.001297542,0.00006524523,0.0001467799,0.000003190604,0.000003045433,0.001033704],"genre_scores_gemma":[0.9980016,0.0002659169,0.001635806,0.00003161492,0.00002476035,0.000009797381,2.809849e-7,0.000003277668,0.00002690031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2361005,"threshold_uncertainty_score":0.1806386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01629595798478202,"score_gpt":0.252471509981333,"score_spread":0.236175551996551,"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."}}