{"id":"W2161615980","doi":"10.1109/aps.2008.4619775","title":"Novel approach to wideband Jacobian computation for microwave imaging","year":2008,"lang":"en","type":"article","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Jacobian matrix and determinant; Wideband; Computation; Computer science; Sensitivity (control systems); Electromagnetics; Microwave imaging; Microwave; Algorithm; Mathematics; Electronic engineering; Applied mathematics; Telecommunications; Engineering","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":[0.0004678399,0.0005543195,0.0003774556,0.0005087582,0.0002337919,0.0004675506,0.000649575,0.0004924543,0.001899088],"category_scores_gemma":[0.001165714,0.0002593708,0.0003911594,0.0002443535,0.0004302108,0.0009276912,0.000792288,0.0006208707,0.0005793463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002255311,"about_ca_system_score_gemma":0.0004071743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000589297,"about_ca_topic_score_gemma":0.0008846515,"domain_scores_codex":[0.9998235,0.00004086599,0.000009191003,0.00002243739,0.00009047237,0.00001356181],"domain_scores_gemma":[0.9997049,0.0001093597,0.00002572508,0.00004539016,0.00009404567,0.0000205549],"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":[0.00008570131,0.0001458082,0.0005976189,0.0001864073,0.00006633134,0.0002737863,0.0002153258,0.4140303,0.1404903,0.2199703,0.002640344,0.2212977],"study_design_scores_gemma":[0.000005674966,0.00002209554,0.00006340173,0.000004606421,0.00000430899,0.00006624949,0.000008265702,0.9795423,0.005638319,0.01258126,0.002053881,0.000009682699],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002225493,0.00002122074,0.9968852,0.00003130258,0.00001187475,0.000007414648,0.000006291285,0.0001349144,0.0006762043],"genre_scores_gemma":[0.139583,0.0001400837,0.8573549,0.0000753357,0.00006741697,0.0000680478,0.00006823795,0.0001771168,0.002465884],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001899088,"threshold_uncertainty_score":0.00635308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0198569694599626,"score_gpt":0.2196259225913816,"score_spread":0.199768953131419,"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."}}