{"id":"W2346409769","doi":"10.1121/1.4950431","title":"Estimation of geoacoustic model parameters from modal amplitude information","year":2016,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Attenuation; Acoustics; Amplitude; Geology; Modal; Inversion (geology); Speed of sound; Seismology; Optics; Physics; Materials science","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":[0.0003815348,0.0005763884,0.0002691341,0.0006029182,0.000154357,0.0005110175,0.0004816628,0.0004234982,0.0006981971],"category_scores_gemma":[0.002481972,0.0004364409,0.0004643,0.0002754642,0.0002438517,0.0009202869,0.0004773872,0.0006122919,0.0003670169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002999556,"about_ca_system_score_gemma":0.0007458136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003694344,"about_ca_topic_score_gemma":0.006009398,"domain_scores_codex":[0.9998617,0.00002081925,0.000007691898,0.00003044219,0.00006542684,0.00001376382],"domain_scores_gemma":[0.9996217,0.0001737285,0.00005518903,0.00005698426,0.00008168911,0.00001059203],"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":[0.0001109843,0.00007369878,0.006111796,0.0001004214,0.0000726859,0.00007345613,0.00009649459,0.717518,0.07351486,0.004842697,0.0002889574,0.197196],"study_design_scores_gemma":[0.000008219159,0.0000276308,0.002615944,0.000008879896,0.00001331767,0.00004057899,0.00001838281,0.9809987,0.01254493,0.003045191,0.0006591136,0.00001918318],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07088988,0.00005635842,0.9278378,0.00004168824,0.000007828829,0.0000171615,0.0001124898,0.0002881543,0.0007485453],"genre_scores_gemma":[0.712128,0.0002313038,0.2858604,0.00002351186,0.00001545092,0.00005407997,0.0005186083,0.00009910385,0.001069415],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003694344,"threshold_uncertainty_score":0.007345676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0196860364441416,"score_gpt":0.2461319856084807,"score_spread":0.2264459491643391,"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."}}