{"id":"W2010763188","doi":"10.1121/1.1920087","title":"Comparison of multifrequency acoustic and <i>in situ</i> measurements of zooplankton abundances in Knight Inlet, British Columbia","year":2005,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada","funders":"Division of Ocean Sciences","keywords":"Zooplankton; Inlet; Oceanography; Fjord; Scattering; Echo sounding; Backscatter (email); Diel vertical migration; Sill; Geology; Abundance (ecology); Environmental science; Physics; Fishery; Biology; Optics","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":[0.001407215,0.0001035887,0.0005342171,0.00004319078,0.00009478605,0.00003404601,0.0006350938,0.00007854889,0.000190507],"category_scores_gemma":[0.0002162042,0.00008001983,0.0001362447,0.0005324076,0.001064988,0.0001390639,0.00006505958,0.0005051446,0.000001578062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002829989,"about_ca_system_score_gemma":0.0001419768,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006999176,"about_ca_topic_score_gemma":0.01314982,"domain_scores_codex":[0.9974698,0.0003006613,0.0008386085,0.0001142481,0.0009476999,0.0003290125],"domain_scores_gemma":[0.9982738,0.0007417474,0.0005349483,0.0001788608,0.0001816958,0.00008897546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001341602,0.0001975279,0.5715218,0.0001695327,0.00007277083,0.000002452935,0.001584726,0.3433146,0.04890683,1.188951e-8,0.003520068,0.03057551],"study_design_scores_gemma":[0.001115561,0.0004584025,0.4192141,0.0003967209,0.0001231109,0.00004753241,0.002107456,0.5722895,0.003745956,0.0002004072,0.0001487305,0.0001525363],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881324,0.001697501,0.009080461,0.0004755271,0.00007033157,0.0002128093,0.00004248652,0.00000313944,0.0002854097],"genre_scores_gemma":[0.9881304,0.0008346615,0.01083955,0.000110609,0.00004182554,2.662415e-7,0.000001724646,0.000004231266,0.00003672139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2289749,"threshold_uncertainty_score":0.9996133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02975493797325786,"score_gpt":0.2784255464078542,"score_spread":0.2486706084345964,"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."}}