{"id":"W4412106872","doi":"10.1016/j.biocon.2025.111339","title":"The sound of recovery: Integrating acoustics into fish status assessments and recovery strategies","year":2025,"lang":"en","type":"article","venue":"Biological Conservation","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; Simon Fraser University; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sound (geography); Fish <Actinopterygii>; Environmental science; Acoustics; Fishery; Biology; Physics","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":[0.0003309817,0.00008842951,0.0001248746,0.00000923585,0.0002181922,0.00006247762,0.0001088942,0.00006159483,0.00007207874],"category_scores_gemma":[0.0005831868,0.00005360931,0.000026354,0.0001575811,0.0002474807,0.000132211,0.0003273314,0.00008661016,0.000003193651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009133584,"about_ca_system_score_gemma":0.00002189442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002218683,"about_ca_topic_score_gemma":0.003433669,"domain_scores_codex":[0.9992642,0.00009442264,0.0002320235,0.0001735329,0.00009217687,0.0001436711],"domain_scores_gemma":[0.9991691,0.0005713368,0.0001147447,0.0001020067,0.00002299764,0.00001987718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001198575,0.00003990174,0.8563279,0.0000345311,0.00004545455,6.702028e-7,0.00005138167,0.00003648195,0.005532307,0.007715179,0.003382165,0.1267142],"study_design_scores_gemma":[0.0001035132,0.0002478547,0.9542518,0.00001818091,0.00001139414,2.351882e-7,0.000790421,0.0005428744,0.00005096007,0.03408993,0.009821458,0.0000714324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849247,0.0001630685,0.002601369,0.000553772,0.00008381298,0.0001651816,0.000007283454,0.00001702515,0.01148378],"genre_scores_gemma":[0.9955529,0.001550616,0.001785089,0.0008865246,0.000008187771,0.00001635697,0.000009803103,0.00000216717,0.000188376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1266428,"threshold_uncertainty_score":0.3354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04052412581921868,"score_gpt":0.3058129127452331,"score_spread":0.2652887869260145,"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."}}