{"id":"W4405469030","doi":"10.1190/image2024-4100160.1","title":"Integrating U-net into full-waveform inversion for salt body building: A challenging case","year":2024,"lang":"en","type":"article","venue":"","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Inversion (geology); Waveform; Computer science; Geology; Telecommunications; Seismology","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":[0.0007456548,0.0009545129,0.0004491745,0.000371734,0.000331866,0.0005173743,0.0009295965,0.001069901,0.001100779],"category_scores_gemma":[0.00187793,0.0003585291,0.0004482152,0.0002879589,0.0005668908,0.0009025055,0.0008086875,0.0007382833,0.0003290507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003560187,"about_ca_system_score_gemma":0.0008842179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01080691,"about_ca_topic_score_gemma":0.01469865,"domain_scores_codex":[0.9998609,0.00003201426,0.00000736798,0.00003675084,0.00002793245,0.00003502668],"domain_scores_gemma":[0.9995882,0.0002004769,0.00002939478,0.00005302386,0.00009366362,0.00003516776],"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":[0.0002282089,0.0001137587,0.005479665,0.00005874207,0.00005949517,0.0002310849,0.0000753713,0.8439633,0.01337232,0.001543169,0.00118626,0.1336886],"study_design_scores_gemma":[0.000003433727,0.00001219919,0.0001917053,0.000001436809,0.000002696737,0.000008689041,0.000007348704,0.9979414,0.001448806,0.0002738437,0.000106025,0.000002329624],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3260947,0.0002372322,0.6665093,0.0004350063,0.00006281046,0.00007904522,0.000208835,0.002759923,0.003613138],"genre_scores_gemma":[0.8439006,0.00005663583,0.1540866,0.0001413974,0.00002078074,0.0000410369,0.0002944002,0.0001480857,0.001310415],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01080691,"threshold_uncertainty_score":0.02148801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709351179403184,"score_gpt":0.2548626278999047,"score_spread":0.2377691161058729,"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."}}