{"id":"W3170883638","doi":"10.1109/joe.2021.3075824","title":"Transdimensional Inversion on the New England Mud Patch Using High-Order Modes","year":2021,"lang":"en","type":"article","venue":"IEEE Journal of Oceanic Engineering","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Office of Naval Research","keywords":"Seabed; Inversion (geology); Image warping; Geology; Acoustics; Seismology; Computer science; Oceanography; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003695865,0.0001078595,0.000147694,0.0001002825,0.00008110807,0.00006496258,0.0001779129,0.00005063919,0.0005227404],"category_scores_gemma":[0.00007613401,0.00007063302,0.00006425587,0.0002245997,0.00001470172,0.0001540235,0.000006944113,0.0004051104,0.00001258912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001829478,"about_ca_system_score_gemma":0.0002235342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008307848,"about_ca_topic_score_gemma":0.00002312802,"domain_scores_codex":[0.9988708,0.00005054422,0.0002249672,0.0001013945,0.0005169915,0.0002353196],"domain_scores_gemma":[0.9992206,0.0003374224,0.00005369393,0.000105067,0.000127891,0.0001553706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002498127,0.000009597116,0.0005309089,0.00001278568,0.00004411885,0.0001678262,0.0001398728,0.9567655,0.04090718,0.00001185111,0.0003245544,0.001060779],"study_design_scores_gemma":[0.0006175936,0.0001110002,0.002023373,0.0001124443,0.00002635591,0.0002593965,0.00006956483,0.9648793,0.03101991,0.000207954,0.0005591409,0.0001140216],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9172035,0.000265114,0.08135113,0.0005445045,0.0005164171,0.00003539721,0.00000712769,0.00000792247,0.00006882735],"genre_scores_gemma":[0.9894685,0.0000957059,0.009813832,0.00009509123,0.0004528079,1.882895e-8,0.000002474473,0.000006742103,0.00006489763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07226487,"threshold_uncertainty_score":0.572364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02573269851336344,"score_gpt":0.2227200261009136,"score_spread":0.1969873275875502,"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."}}