{"id":"W7067206511","doi":"","title":"Microwave breast cancer detection: Signal processing and device prototype","year":2015,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microwave imaging; Signal processing; Microwave; Key (lock); Software; Breast cancer; Mammography; Modality (human–computer interaction)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007596937,0.0004267974,0.0005376117,0.0004590783,0.0002678556,0.0009385358,0.001591844,0.001347427,0.004210893],"category_scores_gemma":[0.001029028,0.0002814181,0.0003789349,0.0003520793,0.0002623413,0.0007341331,0.000531512,0.0005859481,0.001915543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003988498,"about_ca_system_score_gemma":0.0004179558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003506583,"about_ca_topic_score_gemma":0.0002741236,"domain_scores_codex":[0.9995502,0.00007223422,0.00002952185,0.00009941938,0.0002170339,0.00003159262],"domain_scores_gemma":[0.9995579,0.0001480924,0.00003732425,0.00008176098,0.0001423587,0.00003255072],"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":[0.0009931959,0.0007430189,0.002838652,0.001455612,0.0001163504,0.00096182,0.0005958292,0.02011987,0.6437252,0.009975045,0.0208379,0.2976374],"study_design_scores_gemma":[0.0003855676,0.00649635,0.006354586,0.0001717294,0.0001545311,0.002773977,0.0003731702,0.211303,0.6375879,0.002478809,0.1317269,0.0001934162],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1820284,0.001573629,0.7835,0.002718827,0.001035961,0.002204721,0.001213941,0.006442687,0.01928188],"genre_scores_gemma":[0.4204211,0.001356679,0.5461119,0.0007933947,0.0001761309,0.001300477,0.001004784,0.0002466571,0.02858888],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004210893,"threshold_uncertainty_score":0.01408684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02402788926013859,"score_gpt":0.2931992028254466,"score_spread":0.269171313565308,"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."}}