{"id":"W1987541861","doi":"10.1080/10589750600784902","title":"Near-field microwave non-destructive testing for defect shape and material identification","year":2006,"lang":"en","type":"article","venue":"Nondestructive Testing And Evaluation","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Blackberry (Canada)","funders":"","keywords":"Solver; Discretization; Operator (biology); Inverse problem; Lossy compression; Inverse; Fast Fourier transform; Field (mathematics); Algorithm; Mathematical analysis; Computer science; Frequency domain; Applied mathematics; Mathematics; Mathematical optimization; Geometry","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":[0.0006462655,0.0004225544,0.0003999885,0.0004783161,0.0001927894,0.000398258,0.0006494905,0.0003906597,0.001179699],"category_scores_gemma":[0.0009790647,0.0002317858,0.000251307,0.0001880372,0.0007767651,0.0005742949,0.0006227031,0.0003502856,0.0003408865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003611406,"about_ca_system_score_gemma":0.0002188541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002202619,"about_ca_topic_score_gemma":0.000454479,"domain_scores_codex":[0.9992751,0.0002327806,0.00001173446,0.00006597496,0.0003966743,0.0000175947],"domain_scores_gemma":[0.999445,0.0002354943,0.00007893753,0.0001072809,0.0001135955,0.0000196814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002975461,0.0003461956,0.002859154,0.0002101593,0.00005549715,0.0001821228,0.0001644226,0.1994699,0.4017493,0.04911096,0.001592639,0.3439621],"study_design_scores_gemma":[0.00001375154,0.0001261648,0.0008225311,0.000007742941,0.00001090302,0.0002089688,0.00001746425,0.9207543,0.06892174,0.007365313,0.001732346,0.00001880192],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02312918,0.00009553773,0.9751261,0.00006721445,0.00001052969,0.00002370184,0.00001070927,0.0001862746,0.001350839],"genre_scores_gemma":[0.4702375,0.0001435147,0.5257277,0.00008070068,0.00002434117,0.00008585678,0.00005566836,0.0000570771,0.003587681],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001179699,"threshold_uncertainty_score":0.003946483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02278023411222339,"score_gpt":0.2597227454764654,"score_spread":0.236942511364242,"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."}}