{"id":"W2111892989","doi":"10.1093/icesjms/fst116","title":"Sampling selectivity in acoustic-trawl surveys of Pacific sardine (Sardinops sagax) biomass and length distribution†","year":2013,"lang":"en","type":"article","venue":"ICES Journal of Marine Science","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sardine; Stock assessment; Fishery; Stock (firearms); Environmental science; Oceanography; Biomass (ecology); Sampling (signal processing); Geography; Fish <Actinopterygii>; Biology; Fishing; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004958095,0.0001712115,0.0001831331,0.0006481928,0.0001739587,0.0004052998,0.0003203117,0.0002687784,0.0005387243],"category_scores_gemma":[0.01108876,0.0002313399,0.0003145972,0.0003240037,0.0002731862,0.0005444592,0.0004285837,0.0002047869,0.000202318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000704399,"about_ca_system_score_gemma":0.0003102086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02037226,"about_ca_topic_score_gemma":0.04190838,"domain_scores_codex":[0.9979328,0.001077525,0.0001675202,0.000444696,0.0002759709,0.0001014711],"domain_scores_gemma":[0.9920076,0.004793579,0.001608335,0.0003461984,0.001006,0.00023824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001343706,0.00001096554,0.9875606,0.00001700128,0.00005500917,0.00002105623,0.0001432653,0.002426858,0.001153682,0.00003369541,0.0001133283,0.008330165],"study_design_scores_gemma":[0.000007027225,0.0001482551,0.9762588,0.00001325154,0.00003753882,0.00009403758,0.0003442651,0.0220037,0.0007905067,0.00006976672,0.0002238757,0.000009016563],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975622,0.00007444452,0.001708513,0.0000275299,0.000002997686,0.00001205272,0.00008966399,0.000006972993,0.0005156031],"genre_scores_gemma":[0.9988605,0.00003637871,0.0007369185,0.00002151925,0.000003376597,0.000007517574,0.0001813442,0.000002596315,0.0001498629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02037226,"threshold_uncertainty_score":0.04050738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01797760367469396,"score_gpt":0.2637976809050329,"score_spread":0.2458200772303389,"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."}}