{"id":"W1980214690","doi":"10.1029/2003jf000106","title":"Site specificity of bed load measurement using an acoustic Doppler current profiler","year":2004,"lang":"en","type":"article","venue":"Journal of Geophysical Research Atmospheres","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Bed load; Geology; Shear stress; Bedform; Geotechnical engineering; Sediment transport; Range (aeronautics); Hydrology (agriculture); Soil science; Mechanics; Geomorphology; Sediment; Materials science","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":[0.001722084,0.0001541002,0.0003268334,0.00001637904,0.0001693383,0.00002625181,0.0004333314,0.00007447282,0.001463386],"category_scores_gemma":[0.000219911,0.0001153629,0.0001333525,0.0004199751,0.0005907112,0.0004949698,0.00009332578,0.0007243993,0.00009945355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005139128,"about_ca_system_score_gemma":0.0003599118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007112168,"about_ca_topic_score_gemma":0.000348863,"domain_scores_codex":[0.9957297,0.0001802243,0.0005069118,0.0002504282,0.002836442,0.0004962778],"domain_scores_gemma":[0.998767,0.00008274319,0.0002153721,0.0002211571,0.0003993693,0.0003143199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001669861,0.006975087,0.04964842,0.0002156651,0.0001622978,0.0002022637,0.001932157,0.0909886,0.8339623,0.0002017815,0.0009601131,0.01308147],"study_design_scores_gemma":[0.008061993,0.009539976,0.579958,0.001209349,0.0003618801,0.0001242059,0.0008763962,0.00682947,0.3477391,0.036739,0.007342127,0.001218474],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966549,0.0003494039,0.002216348,0.0001279571,0.0001061084,0.0001842548,0.00000421288,0.000007003226,0.0003497862],"genre_scores_gemma":[0.9978319,0.00008012701,0.00182646,0.00001707512,0.0002074421,0.000002900096,9.222474e-7,0.00001350566,0.00001961857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5303096,"threshold_uncertainty_score":0.9994494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08241044882699539,"score_gpt":0.3379686863098423,"score_spread":0.255558237482847,"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."}}