{"id":"W2230637834","doi":"10.1139/f2012-013","title":"Resonance classification of mixed assemblages of fish with swimbladders using a modified commercial broadband acoustic echosounder at 1–6 kHz","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Marine Fisheries Service; Office of Naval Research; National Oceanic and Atmospheric Administration; Woods Hole Oceanographic Institution; Johns Hopkins University; Ocean Life Institute, Woods Hole Oceanographic Institution","keywords":"Echo sounding; Clupea; Hake; Herring; Atlantic herring; Fishery; Oceanography; Target strength; Fish <Actinopterygii>; Environmental science; Geology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008636884,0.0001056496,0.0002472545,0.0002351057,0.0003319786,0.0001000549,0.000272993,0.00005317073,0.0001907994],"category_scores_gemma":[0.0001741065,0.00007516431,0.00003400058,0.00038757,0.00131435,0.0005320703,0.000007890634,0.0001094312,5.794458e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002134733,"about_ca_system_score_gemma":0.0008124383,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01452966,"about_ca_topic_score_gemma":0.1461144,"domain_scores_codex":[0.99858,0.00009734576,0.000355556,0.0001174203,0.0004649314,0.0003847654],"domain_scores_gemma":[0.9987876,0.0003026042,0.0003207101,0.00009591715,0.0001021337,0.0003910511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006014987,0.00001289461,0.985453,0.00005088747,0.00002767176,0.000007041945,0.001927722,0.004078893,0.001400623,0.00001328873,0.0007012056,0.006266639],"study_design_scores_gemma":[0.000416333,0.000586528,0.9252775,0.0001596096,0.000065231,0.0001307967,0.00456374,0.06706974,0.0009120826,0.0003252985,0.0003059366,0.0001871468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950628,0.0005695746,0.002802588,0.0004430405,0.0001547483,0.00008415531,0.00002312207,0.000001409578,0.0008585784],"genre_scores_gemma":[0.9978775,0.00004976073,0.001919154,0.00005394278,0.00005244735,1.481715e-7,0.000002537065,0.000003130205,0.00004141506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1315847,"threshold_uncertainty_score":0.9920326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0698688100370129,"score_gpt":0.2602855690924709,"score_spread":0.190416759055458,"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."}}