{"id":"W2731915746","doi":"10.1016/j.csr.2017.06.021","title":"Sand ridge morphology and bedform migration patterns derived from bathymetry and backscatter on the inner-continental shelf offshore of Assateague Island, USA","year":2017,"lang":"en","type":"article","venue":"Continental Shelf Research","topic":"Geological formations and processes","field":"Earth and Planetary Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Oceanic and Atmospheric Administration; McMaster University","keywords":"Bathymetry; Continental shelf; Bedform; Ridge; Geology; Submarine pipeline; Oceanography; Seabed; Continental margin; Geomorphology; Backscatter (email); Sediment transport; Paleontology; Sediment; Tectonics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007147677,0.0001556074,0.0002300459,0.0001011051,0.0007336578,0.0002829329,0.0003912228,0.000126327,0.003066645],"category_scores_gemma":[0.000261749,0.00009348681,0.00004352405,0.00008269885,0.0006301966,0.0003372948,0.0001356214,0.0003537692,0.00009542832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004113149,"about_ca_system_score_gemma":0.00001858899,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01099046,"about_ca_topic_score_gemma":0.01535171,"domain_scores_codex":[0.9985681,0.000153185,0.0002647194,0.0003107304,0.0003515827,0.0003517282],"domain_scores_gemma":[0.9987819,0.0005553992,0.0001254204,0.0003179193,0.0001039495,0.0001154667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001136337,0.00003324133,0.9861182,0.00002330147,0.00002111043,0.000008525742,0.000335978,0.000001787989,0.002015945,0.00003393981,0.0007813968,0.01051293],"study_design_scores_gemma":[0.0005088382,0.0003222841,0.9899186,0.00004059002,0.000009144709,0.00001411254,0.0005433424,0.0008578827,0.006363552,0.0002861634,0.001018788,0.0001166802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926765,0.000387564,0.0000174344,0.003332321,0.0001010425,0.0002707223,0.0006401206,0.000007478875,0.002566794],"genre_scores_gemma":[0.9987501,0.000390057,0.00004651089,0.0001435689,0.00009908633,0.000006296244,0.0003563285,0.000003848316,0.0002042415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01039625,"threshold_uncertainty_score":0.9978447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04333043616297395,"score_gpt":0.2888175082120932,"score_spread":0.2454870720491192,"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."}}