{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003281629,0.0002157109,0.0001468712,0.0005902883,0.0001565527,0.0003692546,0.0002268863,0.0002907748,0.001916552],"category_scores_gemma":[0.000603404,0.0001063616,0.00008513736,0.0003283306,0.0003191948,0.0002213868,0.0001858878,0.000111805,0.0003868472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001992388,"about_ca_system_score_gemma":0.0001353148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001848763,"about_ca_topic_score_gemma":0.003688899,"domain_scores_codex":[0.9998162,0.00002727392,0.00001181017,0.00003632065,0.00007391005,0.0000344542],"domain_scores_gemma":[0.9996192,0.0001653086,0.0000816974,0.000017277,0.00007921049,0.00003712631],"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":[0.001366532,0.00008035969,0.3990708,0.0004308083,0.00003128692,0.0008312728,0.0004812355,0.0004114542,0.5284175,0.000118351,0.0003459447,0.06841449],"study_design_scores_gemma":[0.00003352606,0.001000514,0.8558624,0.00004616123,0.00007046163,0.004886722,0.001142916,0.001120322,0.1330097,0.0002524794,0.002559409,0.00001542346],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910342,0.002289532,0.004768498,0.00005012784,0.00001746462,0.00004170505,0.0001749366,0.00005379081,0.001569689],"genre_scores_gemma":[0.9908882,0.0004458594,0.00794733,0.00003751887,0.000014587,0.00001473563,0.0001128823,0.000005920032,0.0005330293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001916552,"threshold_uncertainty_score":0.006411552,"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."}}