{"id":"W7162335511","doi":"10.3997/2214-4609.202510319","title":"Self-Supervised Free-Surface Multiple Suppression","year":2025,"lang":"","type":"article","venue":"","topic":"Electromagnetic Scattering and Analysis","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Multiple; Convolution (computer science); Wavelet; Deconvolution; Supervised learning; Iterative method; Pattern recognition (psychology); Training set","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":[0.0008560532,0.0006790907,0.0007071135,0.0004326773,0.0002832597,0.0004721372,0.001118627,0.0006905369,0.001951335],"category_scores_gemma":[0.001854969,0.0002948604,0.0005867995,0.0003366513,0.0009001328,0.0008915726,0.001099997,0.0009091582,0.0007581287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002860997,"about_ca_system_score_gemma":0.0005896445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000935049,"about_ca_topic_score_gemma":0.001596215,"domain_scores_codex":[0.9995023,0.0001074939,0.00001647626,0.0001273752,0.0001992264,0.00004721422],"domain_scores_gemma":[0.9988841,0.0003642997,0.0001356034,0.0002102993,0.0003518228,0.00005371418],"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":[0.0002234307,0.0001219269,0.001398556,0.000155994,0.00007861914,0.0001440222,0.0001807189,0.6527137,0.06518918,0.01020986,0.005279571,0.2643045],"study_design_scores_gemma":[0.000004080759,0.00001537151,0.0001185982,0.000004125146,0.000002901235,0.00002059075,0.000007053387,0.9904934,0.006758217,0.001969752,0.0006004437,0.000005489277],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02284715,0.0000832411,0.9747747,0.0001037301,0.00004247742,0.00002013503,0.00003556243,0.0007259265,0.001367107],"genre_scores_gemma":[0.682213,0.0000971297,0.3105486,0.0002081353,0.0000988071,0.00007823937,0.0003857815,0.0003564051,0.006013791],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001951335,"threshold_uncertainty_score":0.006527901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00467858208775615,"score_gpt":0.2217138869509117,"score_spread":0.2170353048631555,"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."}}