{"id":"W7039790247","doi":"","title":"Novel Acoustic Methods for Directly Monitoring Seabed Sediment Transport, Geohazards & Scour","year":2024,"lang":"en","type":"dissertation","venue":"Durham e-Theses (Durham University)","topic":"Fossil Insects in Amber","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Geological Survey; Universidad Nacional del Litoral; Ocean University of China","keywords":"Sediment transport; Seabed; Sediment; Submarine pipeline; Current (fluid); Acoustic sensor; Water column; Sound (geography)","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":[0.0005626115,0.0007560292,0.0003202506,0.001133754,0.0002691215,0.001252222,0.0009568312,0.0009439155,0.003424097],"category_scores_gemma":[0.001052127,0.0004280356,0.0002921275,0.0009426564,0.0005901192,0.001446708,0.0007759369,0.0008119414,0.002099399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005633243,"about_ca_system_score_gemma":0.0004336371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001363148,"about_ca_topic_score_gemma":0.00328708,"domain_scores_codex":[0.9991725,0.00006510884,0.00002674468,0.0002091159,0.0004925756,0.00003392271],"domain_scores_gemma":[0.9992313,0.0001601999,0.0001955178,0.00007693881,0.0002974471,0.0000386366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001417491,0.00009915908,0.004568919,0.0007629298,0.00005863132,0.0001052236,0.0002807034,0.00185912,0.5972396,0.00336377,0.003276163,0.388244],"study_design_scores_gemma":[0.00008721588,0.0009034936,0.0329217,0.0003182573,0.000293983,0.001207541,0.000901259,0.07237697,0.7407553,0.005057127,0.1448526,0.0003245981],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1192398,0.008933003,0.8243026,0.001348266,0.001132425,0.0003952986,0.001188117,0.002313187,0.04114721],"genre_scores_gemma":[0.4754673,0.01248039,0.4582015,0.001215009,0.0005895922,0.0005262478,0.0006926184,0.0002355163,0.05059189],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003424097,"threshold_uncertainty_score":0.01145476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04235543949295131,"score_gpt":0.3071967383921989,"score_spread":0.2648412988992476,"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."}}