{"id":"W4229450896","doi":"10.1121/10.0010929","title":"Comparison of three portable volumetric arrays to localize and identify fish sounds in the wild","year":2022,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Acoustics; Underwater; Rockfish; Drone; Frame (networking); Hydrophone; Telemetry; Remote sensing; Fish <Actinopterygii>; Geology; Real-time computing; Telecommunications; Fishery; Oceanography; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006609008,0.0005730251,0.0003685296,0.0008219226,0.0002263886,0.0006548552,0.001176735,0.0005486063,0.00143194],"category_scores_gemma":[0.001515051,0.0004259701,0.0004908281,0.0005963484,0.0003021533,0.0004732853,0.0008841172,0.0003433481,0.0005308773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004339725,"about_ca_system_score_gemma":0.0004191983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003687257,"about_ca_topic_score_gemma":0.006022991,"domain_scores_codex":[0.9993968,0.0000912911,0.00002316492,0.0001453735,0.0002547438,0.00008872928],"domain_scores_gemma":[0.9990728,0.00033905,0.0001054959,0.00009891258,0.0003123065,0.00007146276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001169895,0.0002166053,0.01751418,0.0004828643,0.0001230808,0.0002516865,0.0003620612,0.01766672,0.7087991,0.001194478,0.002643093,0.2495763],"study_design_scores_gemma":[0.0002816128,0.00442161,0.1177719,0.0002023138,0.0005552265,0.001722919,0.001322475,0.1373198,0.7069933,0.002073,0.02695504,0.0003807333],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5870004,0.00129153,0.393945,0.0004093267,0.0002421034,0.0005784514,0.001833974,0.002760221,0.01193902],"genre_scores_gemma":[0.673429,0.0008611435,0.3181481,0.0004961906,0.00005944956,0.000765648,0.001442063,0.0001459645,0.00465243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003687257,"threshold_uncertainty_score":0.00733161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02516633890791953,"score_gpt":0.2846206127004768,"score_spread":0.2594542737925573,"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."}}