{"id":"W2304022055","doi":"","title":"Differentiating between healthy and malignant lymph nodes at microwave frequencies","year":2013,"lang":"en","type":"article","venue":"Journal of undergraduate research in Alberta","topic":"Microwave and Dielectric Measurement Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Sentinel lymph node; Medicine; Breast cancer; Lymph node; Lymph; Biopsy; Radiology; Cancer; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001289405,0.0001698532,0.0003598163,0.0005737759,0.0001162792,0.0001210012,0.0002477984,0.0001020261,0.00001392403],"category_scores_gemma":[0.0001914184,0.00013768,0.00006796401,0.000363551,0.00008445923,0.0002636157,0.00009156705,0.0005035915,0.00002317787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004584079,"about_ca_system_score_gemma":0.00007840043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001410615,"about_ca_topic_score_gemma":0.0003498718,"domain_scores_codex":[0.9977791,0.0002291123,0.0006393252,0.0001572276,0.0005633011,0.0006319609],"domain_scores_gemma":[0.9985516,0.0007007917,0.0001116611,0.000172119,0.0002295316,0.0002342777],"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":[0.00004294671,0.00009370276,0.2233425,0.00068203,0.0002249825,0.00005135886,0.0003822935,0.0000304429,0.7383592,0.003342761,0.0106638,0.02278393],"study_design_scores_gemma":[0.00423576,0.001038216,0.07619713,0.002503831,0.00007540344,0.000501068,0.0003133537,0.004858106,0.5128805,0.3940143,0.002091352,0.001290978],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829953,0.002589397,0.0009856356,0.01092113,0.00006406807,0.0002624608,0.00000126078,0.0000244183,0.002156299],"genre_scores_gemma":[0.9950431,0.003417629,0.001161125,0.00003251713,0.0001016296,0.00001140309,0.000002072005,0.00003090823,0.0001996356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3906716,"threshold_uncertainty_score":0.5614429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0629623882562732,"score_gpt":0.3052817216003142,"score_spread":0.242319333344041,"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."}}