{"id":"W4385989964","doi":"10.1080/00221686.2023.2224276","title":"Analysis of the riverbed backscattered signal registered by ADCPs in different bedload transport conditions – field application","year":2023,"lang":"en","type":"article","venue":"Journal of Hydraulic Research","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Bundesinstitut für Sportwissenschaft","keywords":"Bed load; Geology; Sediment transport; Sediment; Hydrology (agriculture); Geomorphology; Geotechnical engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001163527,0.00009002283,0.000290498,0.0003450386,0.000116243,0.000007610897,0.0005839007,0.00009301586,0.001623344],"category_scores_gemma":[0.00003940022,0.00005931282,0.0001930274,0.002165103,0.0002934914,0.000141779,0.00004440888,0.0004569517,0.00003009403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006752053,"about_ca_system_score_gemma":0.0000290191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003164976,"about_ca_topic_score_gemma":0.0006545807,"domain_scores_codex":[0.9979879,0.0001922188,0.00053932,0.0001841859,0.0008249374,0.0002714838],"domain_scores_gemma":[0.9991114,0.0003041308,0.0002025191,0.0002578813,0.00004060398,0.0000834887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001699783,0.0003328419,0.9100363,0.00002783276,0.0002644929,0.0000269187,0.00112694,0.01192673,0.06526772,0.00001284349,0.009601444,0.001205955],"study_design_scores_gemma":[0.0005165573,0.0001745643,0.9776835,0.00002889735,0.000145346,0.000003737491,0.0001385617,0.002834651,0.01549027,0.0005482013,0.002359068,0.00007657649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992835,0.00004196484,0.000391311,0.005464321,0.00002736435,0.000180111,0.00001952073,0.000005285867,0.001035047],"genre_scores_gemma":[0.9993356,0.000113063,0.00000670456,0.0001309171,0.00001730922,0.00001664169,0.00002688255,0.000005571008,0.0003472726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06764727,"threshold_uncertainty_score":0.9992893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03308162856696319,"score_gpt":0.3326668015653897,"score_spread":0.2995851729984265,"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."}}