{"id":"W4324140907","doi":"10.1002/fsh.10907","title":"Singing Fish in A Sea of Noise:: Assessing the Impact of Anthropogenic Noise on Plainfin Midshipman Fish","year":2023,"lang":"en","type":"article","venue":"Fisheries","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Fish <Actinopterygii>; Singing; Fishery; Noise (video); Environmental science; Oceanography; Acoustics; Biology; Geology; Physics; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002547099,0.0001690612,0.0003406176,0.0001164705,0.0003252149,0.0002348618,0.0002127309,0.00004541398,0.001485609],"category_scores_gemma":[0.0002307185,0.0001073754,0.0001768353,0.0002022122,0.0008156239,0.0002257005,0.0001549707,0.0001485887,0.00001739716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006122186,"about_ca_system_score_gemma":0.0000317517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001577325,"about_ca_topic_score_gemma":0.001539221,"domain_scores_codex":[0.9989067,0.0000826575,0.0003017138,0.0001786791,0.0002267775,0.0003034738],"domain_scores_gemma":[0.9991126,0.0004414277,0.0001552173,0.0001889273,0.00007476714,0.00002704729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002945192,0.0007906369,0.6443415,0.0003931312,0.0005899108,0.0001152697,0.1379034,0.001685041,0.001132918,0.01611464,0.188271,0.008367995],"study_design_scores_gemma":[0.0006312117,0.0005590204,0.9137903,0.0002525306,0.00004086515,9.10759e-7,0.03318703,0.0003991057,0.0004431283,0.0009964035,0.04937597,0.0003235389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.956267,0.00001864762,4.162934e-7,0.001325282,0.0002605775,0.0001627467,0.0001690097,0.0000717744,0.04172456],"genre_scores_gemma":[0.9989101,0.00001655573,0.00000645755,0.0001939552,0.0001448671,0.00001460273,0.00001809253,0.00001565392,0.0006797572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2694487,"threshold_uncertainty_score":0.9994271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1112266535484133,"score_gpt":0.2981412162894482,"score_spread":0.1869145627410349,"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."}}