{"id":"W4404902228","doi":"10.1002/9781405165518.erfme255","title":"MICROWAVE THERMOACOUSTIC TOMAGRAPHIC IMAGING","year":2024,"lang":"en","type":"other","venue":"Encyclopedia of RF and Microwave Engineering","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Thermoacoustics; Microwave; Microwave imaging; Acoustics; Physics; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001082606,0.0006030615,0.0005747629,0.0006224621,0.00001685674,0.00004655003,0.0002036538,0.000223674,0.0001691458],"category_scores_gemma":[0.00002573071,0.0006249276,0.0001524535,0.0002601515,0.00007961132,0.00005968871,0.00007518127,0.0005407471,0.0000677586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004532165,"about_ca_system_score_gemma":0.00003019357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003469772,"about_ca_topic_score_gemma":0.00001172959,"domain_scores_codex":[0.9984996,0.000007018399,0.0003783749,0.0004193133,0.0001647307,0.0005309716],"domain_scores_gemma":[0.9993889,0.00005895411,0.00006380803,0.0003340247,0.00001826886,0.0001359997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000459195,0.00002909765,0.00005669021,0.007483618,0.0007067571,0.0002504134,0.0009027381,0.001355625,0.2331568,0.000437674,0.7311939,0.02442209],"study_design_scores_gemma":[0.0008648686,0.00003584584,0.0001151696,0.005824814,0.001010199,0.0004818923,0.0003162278,0.04104646,0.008586716,0.0005137474,0.9384338,0.002770262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001119794,0.09859508,0.06343713,0.00001354674,0.003132516,0.0003985143,0.0001618974,0.001733283,0.8314083],"genre_scores_gemma":[0.5136532,0.04002901,0.01991436,0.00008261987,0.002810296,0.0001228906,0.0001379256,0.006229978,0.4170197],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5125334,"threshold_uncertainty_score":0.9996202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002426917742403491,"score_gpt":0.173910028676325,"score_spread":0.1714831109339215,"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."}}