{"id":"W4402979284","doi":"10.1109/ap-s/inc-usnc-ursi52054.2024.10686591","title":"Fast Scattering Analysis of Multiscale Structures in Layered Media Using MultiAIM","year":2024,"lang":"en","type":"article","venue":"","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Scattering; Optics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003958473,0.0003909421,0.000311079,0.000533125,0.0002302276,0.0005080815,0.000558369,0.0005521191,0.001122389],"category_scores_gemma":[0.0006114539,0.0001885292,0.0006124556,0.000368711,0.0003622542,0.000556608,0.0006669841,0.0005519005,0.0003437064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002499374,"about_ca_system_score_gemma":0.0003543664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007152972,"about_ca_topic_score_gemma":0.0008809658,"domain_scores_codex":[0.9998528,0.00003038895,0.000005638523,0.00001225446,0.00008372554,0.00001527751],"domain_scores_gemma":[0.9997355,0.0001238169,0.00003180552,0.00003650279,0.00005522127,0.00001709692],"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":[0.00007600502,0.00009297882,0.001944351,0.0002121887,0.000077866,0.0003380874,0.0002875477,0.6226014,0.1287906,0.08654596,0.001179933,0.1578531],"study_design_scores_gemma":[0.00000390451,0.00001482691,0.0001511721,0.000004319489,0.000002069946,0.00002747831,0.000008509476,0.9912075,0.003639477,0.004074187,0.0008606979,0.000005899201],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01816726,0.00007186204,0.9803205,0.00004699934,0.00002327463,0.00001397107,0.00001590558,0.0002068766,0.001133445],"genre_scores_gemma":[0.2314997,0.0001932311,0.7662857,0.00004329798,0.00002824542,0.00006704198,0.00007575198,0.00008865329,0.001718452],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001122389,"threshold_uncertainty_score":0.003754735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04260668358894764,"score_gpt":0.2981821278132838,"score_spread":0.2555754442243362,"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."}}