{"id":"W1972862263","doi":"10.1007/s12237-014-9828-z","title":"Multibeam Acoustic Detection of Fish and Water Column Targets at High-Flow Sites","year":2014,"lang":"en","type":"article","venue":"Estuaries and Coasts","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada","funders":"","keywords":"Tidal power; Water column; Software deployment; Environmental science; Turbulence; Visibility; Oceanography; Geology; Marine engineering; Remote sensing; Meteorology; Computer science; Engineering; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001925149,0.0001770471,0.0001641053,0.0006667894,0.0002665188,0.000243718,0.0001869449,0.0003599169,0.001681676],"category_scores_gemma":[0.0003290658,0.0002410521,0.0001123246,0.000344151,0.0001170583,0.0003960163,0.0004588556,0.0001764547,0.0003110058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001081498,"about_ca_system_score_gemma":0.0001576977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004782697,"about_ca_topic_score_gemma":0.02033987,"domain_scores_codex":[0.9999155,0.00001024393,0.00000250536,0.00002738851,0.00002451969,0.00001980842],"domain_scores_gemma":[0.9997759,0.00008735306,0.00002911295,0.00001159802,0.00005774274,0.00003834779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005443549,0.0001484894,0.4741654,0.00006924991,0.00005564429,0.0001883814,0.000959169,0.004819437,0.459797,0.0002296741,0.0008823008,0.05814091],"study_design_scores_gemma":[0.00001019383,0.00008101548,0.9840793,0.000006636502,0.00001698041,0.0001183326,0.0002314743,0.008683404,0.006436992,0.00005085247,0.0002742659,0.0000104501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939413,0.00004029534,0.00376418,0.00003195367,0.000008107001,0.000006280188,0.0002366196,0.0000434178,0.001927937],"genre_scores_gemma":[0.9938552,0.00003495533,0.004052941,0.00002422768,0.000007633712,0.00001018956,0.0001925564,0.0000109025,0.001811423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004782697,"threshold_uncertainty_score":0.009509742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008707244524184629,"score_gpt":0.1969177691376315,"score_spread":0.1882105246134468,"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."}}