{"id":"W4392063740","doi":"10.3997/2214-4609.202379003","title":"Uncertainty Analysis for Full Waveform Inversion for the Imaging and Wave Propagation Scales","year":2023,"lang":"en","type":"article","venue":"","topic":"Ultrasound Imaging and Elastography","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Inversion (geology); Waveform; Computer science; Geology; Acoustics; Physics; Seismology; Telecommunications","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":[0.005980299,0.001204293,0.001163164,0.001526411,0.0007129058,0.00230651,0.00172482,0.001486872,0.003753402],"category_scores_gemma":[0.02702431,0.0009667599,0.001437566,0.00101438,0.001714344,0.00334927,0.002868166,0.003274879,0.0006528735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001256847,"about_ca_system_score_gemma":0.00246687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007732505,"about_ca_topic_score_gemma":0.004791464,"domain_scores_codex":[0.9981303,0.0005946506,0.0001065038,0.0002441806,0.0007542804,0.0001701391],"domain_scores_gemma":[0.9865306,0.01030206,0.0005567519,0.0007974008,0.001566072,0.0002470204],"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":[0.0001192995,0.0000606149,0.0008683846,0.0002897893,0.000135959,0.0001682471,0.0001531275,0.6986461,0.005706665,0.232037,0.00243533,0.05937938],"study_design_scores_gemma":[0.000003350184,0.00000904698,0.00013012,0.00001760081,0.000009313968,0.00002451315,0.0000107622,0.9668123,0.0007326346,0.03163462,0.0006030803,0.00001255862],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003160153,0.0002047331,0.994997,0.0001666951,0.00002478132,0.00002465516,0.00007121794,0.00008974939,0.001260995],"genre_scores_gemma":[0.4238968,0.001513931,0.5617623,0.000476375,0.0003389571,0.0003804809,0.001071522,0.001049469,0.009510221],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007732505,"threshold_uncertainty_score":0.03162724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01921732072500415,"score_gpt":0.2654978721307843,"score_spread":0.2462805514057801,"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."}}