{"id":"W1528474120","doi":"","title":"Extending the Capability of the Complex Effective Depth Approximation","year":2012,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scattering; Context (archaeology); Boundary value problem; Surface (topology); Waveguide; Waves and shallow water; Boundary (topology); Mode (computer interface); Class (philosophy); Wave propagation; Shallow water equations; Mathematical analysis; Geology; Acoustics; Computer science; Mathematics; Geometry; Optics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006749723,0.00008809123,0.00009600568,0.00006250483,0.0003316264,0.0000378848,0.0003708593,0.0000542214,0.0004861021],"category_scores_gemma":[0.0002962063,0.00004950049,0.00004182596,0.0002745406,0.0002956289,0.000093856,0.00001691398,0.0002041836,0.00005338246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006572721,"about_ca_system_score_gemma":0.0002081846,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0778197,"about_ca_topic_score_gemma":0.1177751,"domain_scores_codex":[0.9988093,0.0001851602,0.0001392775,0.0001055373,0.0002826168,0.000478088],"domain_scores_gemma":[0.9988971,0.0003909914,0.00005097047,0.0003112011,0.00007914806,0.0002705739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007977973,0.0000163008,0.914205,0.00008352967,0.00003227499,0.000001539515,0.001340891,0.04346244,0.003313706,0.000148857,0.002060552,0.03532692],"study_design_scores_gemma":[0.00005024463,0.00001294445,0.8629479,0.000005237578,0.00001851083,0.000006413893,0.0002227603,0.1356952,0.0001559307,0.000352694,0.0004722645,0.0000599134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507706,0.0002328966,0.0296238,0.0005367913,0.0007828734,0.001177899,0.0004529837,0.00002083837,0.01640136],"genre_scores_gemma":[0.998832,0.000004743043,0.0007625601,0.0001713209,0.0001275088,0.000002432227,0.00002633528,0.00000393849,0.00006913316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09223276,"threshold_uncertainty_score":0.9283212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03442463052314185,"score_gpt":0.2544764661952041,"score_spread":0.2200518356720622,"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."}}