{"id":"W1957450756","doi":"10.1109/aps.2015.7304730","title":"Fast quantitative microwave imaging based on measured point spread functions and inversion in real space","year":2015,"lang":"en","type":"article","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Microwave imaging; Inversion (geology); Kernel (algebra); Computer science; Microwave; Calibration; Algorithm; Physics; Mathematics; Geology; Telecommunications","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":[0.001602604,0.001009687,0.000468508,0.000681375,0.0001602488,0.0008581042,0.0009317291,0.0006010853,0.001712789],"category_scores_gemma":[0.002471698,0.0002410397,0.0002417578,0.000703797,0.0008351178,0.001361637,0.0007104686,0.0006271597,0.0004805931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004609368,"about_ca_system_score_gemma":0.0003486983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004348137,"about_ca_topic_score_gemma":0.0005225614,"domain_scores_codex":[0.9993685,0.0001201687,0.0000184714,0.00009123299,0.0003651454,0.00003655385],"domain_scores_gemma":[0.9982005,0.0008030477,0.0002541442,0.0004271647,0.0002823304,0.00003267164],"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":[0.0003132028,0.0001669353,0.001067276,0.0003423534,0.00004445909,0.00009669505,0.0001571442,0.02064842,0.8920192,0.006330401,0.0004554812,0.0783585],"study_design_scores_gemma":[0.00003810729,0.00068108,0.002211133,0.00003172096,0.00003021232,0.0004651339,0.00007361959,0.2830126,0.7091591,0.001518217,0.002711746,0.00006732822],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1046097,0.0002952329,0.890896,0.00007274754,0.00005472327,0.0001147725,0.0001435428,0.001287053,0.002526199],"genre_scores_gemma":[0.5529819,0.0004198745,0.444028,0.00003583753,0.000020884,0.0001556368,0.0002066391,0.0001772599,0.001973844],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001712789,"threshold_uncertainty_score":0.008475482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02391961101459182,"score_gpt":0.2341577239829099,"score_spread":0.210238112968318,"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."}}