{"id":"W4385399260","doi":"10.1007/978-3-031-24617-3_7","title":"Near-Field Microwave Imaging Employing Measured Point-Spread Functions","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Microwave imaging; Voxel; Point spread function; Computation; Computer science; Scattering; Transfer function; Nonlinear system; Optics; Physics; Microwave; Algorithm; Artificial intelligence; 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":[0.0001919072,0.0005605005,0.0003772721,0.0004991785,0.0002128796,0.001480029,0.000838241,0.0006892617,0.01451956],"category_scores_gemma":[0.0003737288,0.0004259773,0.0002291252,0.000731003,0.0005316987,0.001738258,0.0004619934,0.0006861731,0.009805677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000284605,"about_ca_system_score_gemma":0.0001766599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002552312,"about_ca_topic_score_gemma":0.0006268982,"domain_scores_codex":[0.9998015,0.00001738014,0.000004362515,0.00003252393,0.000138097,0.00000617083],"domain_scores_gemma":[0.9998251,0.00008361134,0.000006951559,0.00003064008,0.00005022289,0.000003629483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005234663,0.00006467202,0.0001745334,0.0005190377,0.00002189996,0.0001622374,0.0001623665,0.009939394,0.2522762,0.1685697,0.02340685,0.5446508],"study_design_scores_gemma":[0.000009122045,0.0001234856,0.001267785,0.0002517007,0.00003846583,0.002320085,0.0001623315,0.0843163,0.3082847,0.08041829,0.5227299,0.00007780856],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004450434,0.004551949,0.795809,0.0001966746,0.0004311797,0.00005468857,0.0001881838,0.00126377,0.193054],"genre_scores_gemma":[0.07895907,0.01030417,0.3536386,0.0002608421,0.0002955208,0.00006472049,0.0005253007,0.0006261306,0.5553256],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01451956,"threshold_uncertainty_score":0.04857272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01791312152956361,"score_gpt":0.208536629458937,"score_spread":0.1906235079293734,"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."}}