{"id":"W2393098077","doi":"","title":"Acoustic measurement of suspended sediments with ADCP and its error analysis","year":2004,"lang":"en","type":"article","venue":"Haiyang kexue","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Sediment; Geology; Sampling (signal processing); Acoustic Doppler current profiler; Inversion (geology); Remote sensing; Temporal resolution; Environmental science; Current (fluid); Oceanography; Geomorphology; Optics; Physics","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":[0.000362528,0.0001181591,0.0002094571,0.0002390238,0.00008235229,0.00003992051,0.0001502922,0.00004316125,0.0008141799],"category_scores_gemma":[0.00003320386,0.00008610154,0.00003618583,0.0005416892,0.00006667968,0.0001208429,0.00001659023,0.0001027976,0.00005011844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001938302,"about_ca_system_score_gemma":0.0001148757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001592407,"about_ca_topic_score_gemma":0.009894107,"domain_scores_codex":[0.998437,0.00004124715,0.0001644037,0.000244662,0.0008169999,0.0002956828],"domain_scores_gemma":[0.9994338,0.00003577134,0.00005515185,0.0001632126,0.0001533642,0.0001587563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001955056,0.0001098264,0.1957287,0.000154357,0.001090278,0.00009969307,0.0005957656,0.7918242,0.008359682,0.00002133547,0.00005751746,0.001763131],"study_design_scores_gemma":[0.003761905,0.001283527,0.6995366,0.0001490232,0.001608508,0.00004098723,0.0007046841,0.2546148,0.03655045,0.0008752996,0.0001563709,0.0007179402],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747173,0.0005127102,0.02018037,0.0002239191,0.00006104822,0.0003579303,0.00008104795,0.00004021773,0.003825429],"genre_scores_gemma":[0.9981809,0.00001658784,0.001570145,0.00003138315,0.00001947896,0.000001253204,0.00002900326,0.00000418546,0.0001470652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5372095,"threshold_uncertainty_score":0.8914699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04145427348214943,"score_gpt":0.2547839854423344,"score_spread":0.213329711960185,"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."}}