{"id":"W2342714390","doi":"","title":"Developments in Narrow Beam Echo Sounders","year":2015,"lang":"en","type":"article","venue":"The International Hydrographic Review","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography","funders":"","keywords":"Echo sounding; Hydrography; Echo (communications protocol); Depth sounding; Beam (structure); Geology; Remote sensing; Transducer; Beam pattern; Hydrographic survey; Seabed; Acoustics; Oceanography; Optics; Physics; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001327431,0.0001048724,0.0001400586,0.0001593932,0.00005001866,0.00007325291,0.0008522109,0.0000285154,0.0005044034],"category_scores_gemma":[0.00009695344,0.00006633427,0.00005168344,0.0005015161,0.0001174716,0.0001524937,0.00003607906,0.0001951406,0.0005230344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002816733,"about_ca_system_score_gemma":0.0001347182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001003952,"about_ca_topic_score_gemma":0.00174515,"domain_scores_codex":[0.9984354,0.00006982276,0.0002787151,0.0001868029,0.0007892555,0.0002399893],"domain_scores_gemma":[0.9994476,0.0001028933,0.00005882734,0.0001800041,0.00009902904,0.0001116058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001023965,0.0001616282,0.8468151,0.0005221759,0.0002864816,0.0001541873,0.001020656,0.02033743,0.00003314779,0.0003639858,0.0223534,0.1078494],"study_design_scores_gemma":[0.002515035,0.0004594345,0.1065011,0.003992347,0.00008411462,0.0004507045,0.000507399,0.05871603,0.0002293037,0.07598181,0.7492001,0.001362589],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3694273,0.1694081,0.001098395,0.02420147,0.003191867,0.003312771,0.00009447576,0.0002474799,0.4290181],"genre_scores_gemma":[0.9877873,0.009724631,0.0003696379,0.001517718,0.00004932191,0.000007530114,0.00008782122,0.000003745751,0.0004522642],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.740314,"threshold_uncertainty_score":0.6722724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06789687499432899,"score_gpt":0.2993250936049793,"score_spread":0.2314282186106503,"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."}}