{"id":"W2082549980","doi":"10.1121/1.4786909","title":"Bounding the error on bottom estimation for multi-angle swath bathymetry sonar","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":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Sonar; Bathymetry; Seabed; Acoustics; Reverberation; Geology; Angle of arrival; Transducer; Beamforming; SIGNAL (programming language); Marine mammals and sonar; Computer science; Channel (broadcasting); Bounding overwatch; Remote sensing; Geodesy; Telecommunications; Physics; Antenna (radio); Artificial intelligence","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":[0.006993158,0.001392285,0.001099806,0.001493412,0.0006696947,0.001760731,0.001101376,0.001305615,0.000664384],"category_scores_gemma":[0.04467845,0.0007268113,0.0004665667,0.0009684957,0.002443318,0.002674883,0.003357745,0.001530253,0.0003359551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001581877,"about_ca_system_score_gemma":0.001050746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005584833,"about_ca_topic_score_gemma":0.004702879,"domain_scores_codex":[0.9949552,0.001423707,0.0002352352,0.0006543451,0.002425602,0.000305896],"domain_scores_gemma":[0.960847,0.03200035,0.002004762,0.001662865,0.003251465,0.0002335701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002624099,0.00002240651,0.006329457,0.0002274516,0.00007051931,0.0002315244,0.000272765,0.8623711,0.01946187,0.0393684,0.0008818323,0.07050027],"study_design_scores_gemma":[0.000004118262,0.00003087107,0.001071517,0.00003240952,0.000008370936,0.00007322651,0.00003413145,0.980397,0.006311984,0.01148588,0.0005276204,0.00002288603],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03227304,0.001009513,0.9647505,0.0003049046,0.00005994008,0.00001030741,0.00005240891,0.0001995729,0.001339787],"genre_scores_gemma":[0.6683462,0.00239601,0.3261082,0.0001812454,0.0001883517,0.00007171332,0.0003051578,0.0004386819,0.001964439],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006993158,"threshold_uncertainty_score":0.03698379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04461486499167684,"score_gpt":0.3091153927972677,"score_spread":0.2645005278055909,"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."}}