{"id":"W4416757150","doi":"10.3390/jmse13122255","title":"Robust Daytime In Situ Target Strength Estimation of Pacific Hake (Merluccius productus) over a Wide Size Range","year":2025,"lang":"en","type":"article","venue":"Journal of Marine Science and Engineering","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Fisheries and Oceans Canada","funders":"Northwest Fisheries Science Center; National Marine Fisheries Service; National Oceanic and Atmospheric Administration","keywords":"Target strength; Hake; Daytime; Fish stock; Biomass (ecology); Stock (firearms); Range (aeronautics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001162985,0.00009143227,0.0001837736,0.0002151528,0.00004797647,0.00004826596,0.000254551,0.0000272058,0.000418599],"category_scores_gemma":[0.001039388,0.00007704187,0.00002801439,0.00103472,0.0001830463,0.0006225246,0.000367223,0.000201311,0.000001271476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001235336,"about_ca_system_score_gemma":0.00006699447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009688604,"about_ca_topic_score_gemma":0.0000190534,"domain_scores_codex":[0.9987784,0.00001179756,0.0003182876,0.0001603873,0.0004953807,0.0002357217],"domain_scores_gemma":[0.9995608,0.00009396742,0.00008690669,0.0001360576,0.00003945847,0.00008285658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001158941,0.0001845173,0.6374565,0.0001949515,0.00002183582,0.00005056592,0.0005621506,0.1330553,0.04638018,0.0001529885,0.001137899,0.1806873],"study_design_scores_gemma":[0.0007330127,0.0001562541,0.874054,0.00006938135,0.00001097592,0.00002540605,0.0001379846,0.1147454,0.00419548,0.0003094095,0.005390419,0.0001722518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739472,0.00002001806,0.000782722,0.0004155994,0.0001260438,0.000106771,7.288805e-7,0.000006321071,0.02459455],"genre_scores_gemma":[0.9894059,0.00005901998,0.01006991,0.00001727729,0.00001820773,0.00000195256,3.413424e-7,0.000004365015,0.0004230368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2365975,"threshold_uncertainty_score":0.4583366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006380267588465794,"score_gpt":0.2098574987424535,"score_spread":0.2034772311539877,"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."}}