{"id":"W7131251975","doi":"10.23919/apsar64635.2025.11392093","title":"Wave Spectrum Inversion Method Based on Circular Scanning Synthetic Aperture Radar","year":2025,"lang":"","type":"article","venue":"","topic":"Advanced SAR Imaging Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"Fundamental Research Funds for the Central Universities","keywords":"Azimuth; Synthetic aperture radar; Radar imaging; Side looking airborne radar; Radar; Inversion (geology); Wavenumber; Continuous-wave radar","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006041349,0.0006929492,0.0006448935,0.0008124434,0.0002654517,0.0001157478,0.0004503437,0.0003708408,0.0007352065],"category_scores_gemma":[0.000494662,0.0007328058,0.000323134,0.001001737,0.00009930915,0.0002342396,0.0001806379,0.001074777,0.00007528607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009575472,"about_ca_system_score_gemma":0.0001328795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005091482,"about_ca_topic_score_gemma":0.000002160717,"domain_scores_codex":[0.9970667,0.0002259126,0.0005370533,0.0009073238,0.0004482091,0.0008148241],"domain_scores_gemma":[0.9975149,0.0008435698,0.00008423164,0.001326718,0.000058619,0.0001719477],"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":[0.0004026891,0.0006603529,0.0003766851,0.004334331,0.0009223344,0.000921092,0.0007921111,0.3321586,0.3207027,0.05292142,0.05398626,0.2318214],"study_design_scores_gemma":[0.0004427876,0.00006402873,0.00002850754,0.001324111,0.0001083526,0.000007375544,0.00007718917,0.7630317,0.1811269,0.006588656,0.04663115,0.0005692007],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000146601,0.0008571511,0.9201155,0.005854219,0.0006412832,0.0005887186,0.00001122505,0.001829182,0.06995608],"genre_scores_gemma":[0.3966047,0.00009640734,0.5977246,0.003854241,0.00007355127,0.00002526451,0.00001260512,0.0001376266,0.001470994],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4308731,"threshold_uncertainty_score":0.9995123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01007651270047988,"score_gpt":0.2602479323929523,"score_spread":0.2501714196924724,"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."}}