{"id":"W4414162644","doi":"10.1002/mp.18080","title":"Feasibility of tumor detection with a transmission‐based microwave imaging system","year":2025,"lang":"en","type":"article","venue":"Medical Physics","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Cancer Foundation","keywords":"Microwave imaging; Medical imaging; Microwave; Scanner; Iterative reconstruction; Magnetic resonance imaging","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001897982,0.0001230285,0.0002380301,0.0000624899,0.00004189822,0.00001305237,0.0001216242,0.00002868751,0.00001073441],"category_scores_gemma":[0.00001544227,0.0001010765,0.00009230219,0.0003746317,0.00008339645,0.00003230587,0.000009525318,0.0001871165,0.00000334193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008890504,"about_ca_system_score_gemma":0.00005948715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003795989,"about_ca_topic_score_gemma":0.000006103522,"domain_scores_codex":[0.9991839,0.00003048691,0.0002197108,0.0001661978,0.0002397846,0.0001599262],"domain_scores_gemma":[0.9995618,0.00004900928,0.00002789427,0.0002340147,0.00004569186,0.00008162119],"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":[0.0001160001,0.0002732477,0.01754555,0.006428828,0.0003591397,0.00007787664,0.0004264103,0.01271436,0.4871312,0.00007134731,0.001075553,0.4737805],"study_design_scores_gemma":[0.0006735848,0.00001154472,0.0008277972,0.0008669802,0.0001144708,0.00000748952,0.00005149979,0.4402108,0.5567431,0.00009105512,0.0002425042,0.0001591241],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1337876,0.000143018,0.8644026,0.00007730259,0.00007644838,0.00006608525,0.000002803615,0.0002140799,0.001230059],"genre_scores_gemma":[0.999234,0.000001415176,0.000619475,0.00006952884,0.00003452826,0.000006902323,0.000003841663,0.00001477174,0.000015542],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8654464,"threshold_uncertainty_score":0.4121781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006560954292176972,"score_gpt":0.2201136702152494,"score_spread":0.2135527159230725,"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."}}