{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00133324,0.0001264797,0.0002375511,0.0002251938,0.000181769,0.00004664342,0.00006504355,0.0001004142,0.000003745894],"category_scores_gemma":[0.000134031,0.0001284599,0.00006920235,0.0003303578,0.00004597239,0.00013785,0.00001016804,0.00024242,3.027355e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006302229,"about_ca_system_score_gemma":0.000005685852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002706924,"about_ca_topic_score_gemma":0.0000753133,"domain_scores_codex":[0.9991109,0.0000231056,0.0003415182,0.0001657646,0.0001442615,0.0002144714],"domain_scores_gemma":[0.9995458,0.0001016404,0.0001184866,0.0001077789,0.00007834673,0.00004799782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006540598,0.00002161836,0.1829103,0.0002076242,0.00002787033,1.175948e-7,0.0003534121,0.0001866361,0.7989973,0.00000881009,0.00002163933,0.01725805],"study_design_scores_gemma":[0.0005833929,0.00008464787,0.01928011,0.0003451973,0.0001319175,0.000004988593,0.0007521607,0.1912931,0.7858831,0.0002030093,0.0009331621,0.0005051863],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874502,0.0003445841,0.01155983,0.00001365477,0.0001223153,0.0001694827,0.000002578208,0.0001956734,0.0001417126],"genre_scores_gemma":[0.9961554,0.00001434313,0.003629107,0.000002920337,0.00009847814,0.0000514947,0.00001358209,0.00002672013,0.000007946499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1911065,"threshold_uncertainty_score":0.5238445,"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."}}