{"id":"W4406125151","doi":"10.1002/ppp.2258","title":"Nearshore Hydrodynamics and Sediment Dispersal Along Eroding Permafrost Coasts—Insights From Acoustic Doppler Current Profiler Measurements Around Herschel Island–Qikiqtaruk (Yukon, Canada)","year":2025,"lang":"en","type":"article","venue":"Permafrost and Periglacial Processes","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Horizon 2020; European Commission; Aurora Research Institute","keywords":"Acoustic Doppler current profiler; Permafrost; Geology; Oceanography; Sediment; Biological dispersal; Current (fluid); Geomorphology; Physical geography; Geography","routes":{"ca_aff":false,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001745098,0.0005945266,0.0005663504,0.0001442951,0.001008687,0.000528647,0.0002910385,0.0001784508,0.001123102],"category_scores_gemma":[0.0001000916,0.0005065958,0.00006131014,0.0004112872,0.0003152194,0.0005213626,0.0001035094,0.0004153008,0.00001782074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006203415,"about_ca_system_score_gemma":0.0008454032,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2227649,"about_ca_topic_score_gemma":0.9571395,"domain_scores_codex":[0.9970338,0.00009060353,0.0005262544,0.0009033518,0.0007308501,0.0007150887],"domain_scores_gemma":[0.9987585,0.000225259,0.0001530226,0.0002642958,0.0002267287,0.0003721971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002421318,0.00005755213,0.988241,0.0006348838,0.00009456839,0.00002696987,0.003279503,0.0002374573,0.001626444,0.00001002247,0.002588279,0.002961179],"study_design_scores_gemma":[0.002293162,0.0001599762,0.9063837,0.0007406691,0.0004367156,0.00004321243,0.00591671,0.05015707,0.000436552,0.000272549,0.03154318,0.001616496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9600802,0.01606202,0.00008290109,0.0006273673,0.001540761,0.00056181,0.01960508,0.00005776675,0.001382083],"genre_scores_gemma":[0.9848856,0.001875692,0.00002390587,0.000632068,0.0006746736,0.00001956938,0.01170895,0.0000216962,0.0001578943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7343745,"threshold_uncertainty_score":0.99979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0237937727332957,"score_gpt":0.2435335456738963,"score_spread":0.2197397729406006,"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."}}