{"id":"W2370550549","doi":"","title":"Comparison of Processing Technique for Multibeam Echosoundings Residual Refraction","year":2010,"lang":"en","type":"article","venue":"Hydrographic Surveying and Charting","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refraction; Residual; Computer science; Software; Geology; Remote sensing; Optics; Algorithm; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001102719,0.0005064853,0.0003658051,0.001816899,0.0003434334,0.000851359,0.0006979579,0.0005516678,0.005867185],"category_scores_gemma":[0.003912396,0.0003708906,0.0005270349,0.001360675,0.0001590885,0.00127171,0.0004677811,0.0004746255,0.002090479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002208694,"about_ca_system_score_gemma":0.0005510967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001648885,"about_ca_topic_score_gemma":0.003556926,"domain_scores_codex":[0.999215,0.00008461549,0.00005975376,0.0001350005,0.0004243677,0.00008110816],"domain_scores_gemma":[0.9971595,0.000692266,0.0001275593,0.0003518248,0.001609234,0.00005957923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008668239,0.0001487119,0.007001996,0.0004129992,0.0001094897,0.00009736325,0.0004658291,0.004905916,0.2396633,0.0010839,0.002571096,0.7426727],"study_design_scores_gemma":[0.0003074392,0.001057865,0.12311,0.0001134412,0.0004279408,0.001563101,0.0009105718,0.2321219,0.6006325,0.00218596,0.03736063,0.0002086888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1913528,0.0006251984,0.7962954,0.0001943828,0.0002301357,0.0002469892,0.001059579,0.004140007,0.005855557],"genre_scores_gemma":[0.1599987,0.0005192064,0.8321006,0.00006646095,0.0000561513,0.0002002708,0.002045694,0.0008005056,0.004212424],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005867185,"threshold_uncertainty_score":0.01962769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03186655334141907,"score_gpt":0.3025444944399568,"score_spread":0.2706779410985378,"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."}}