{"id":"W7114931908","doi":"10.3389/fanpr.2025.1714578","title":"Site-dependent numerical safety analysis in microwave skin spectroscopy: comparison of monopole and vivaldi antennas","year":2025,"lang":"en","type":"article","venue":"Frontiers in Antennas and Propagation","topic":"Electromagnetic Fields and Biological Effects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microwave; Specific absorption rate; Power (physics); Radiation; Wearable computer; Microwave imaging; Key (lock)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002234774,0.0001207461,0.0003324705,0.0001641887,0.000032902,0.00001524113,0.0000632232,0.0001626112,0.000003036538],"category_scores_gemma":[0.00004988089,0.00009997679,0.00005053779,0.0003552739,0.00009955103,0.000004366254,0.00005960855,0.0001235461,1.320029e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001638992,"about_ca_system_score_gemma":0.00002093329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001239694,"about_ca_topic_score_gemma":0.0002214084,"domain_scores_codex":[0.9990427,0.000105951,0.0002935732,0.0003164444,0.00006186109,0.0001794148],"domain_scores_gemma":[0.9997278,0.00001628218,0.00007719685,0.000117387,0.0000297178,0.00003158267],"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":[0.0003669248,0.00009758834,0.3812772,0.00003880722,0.00006474875,0.000001915676,0.00008761942,0.00002013896,0.6062748,0.00007110074,0.0001378678,0.0115613],"study_design_scores_gemma":[0.001819615,0.002377833,0.4078645,0.0001039285,0.0001633125,0.000003268014,0.0006129298,0.0441661,0.5411627,0.001057335,0.0003135783,0.0003549529],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.929188,0.003824106,0.06620386,0.0002575294,0.00006642885,0.000216726,0.000007342698,0.000003669275,0.0002323548],"genre_scores_gemma":[0.9954189,0.0008037047,0.003488436,0.00009182266,0.00001548286,0.000007885594,0.00006727879,0.00000399283,0.0001024976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06623092,"threshold_uncertainty_score":0.4076935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00402367114016168,"score_gpt":0.2465971760109716,"score_spread":0.24257350487081,"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."}}