{"id":"W2147214515","doi":"10.1002/xrs.2455","title":"The use of X‐ray interaction data to differentiate malignant from normal breast tissue at surgical margins and biopsy analysis","year":2013,"lang":"en","type":"article","venue":"X-Ray Spectrometry","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University","funders":"European Commission","keywords":"Biopsy; Medicine; Breast tissue; Surgical margin; Radiology; Pathology; Breast cancer; Surgery; Cancer; Internal medicine; Resection","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004249848,0.0005866172,0.0005182091,0.004025104,0.0004435714,0.001372945,0.0006364171,0.0008702874,0.002385774],"category_scores_gemma":[0.007331161,0.0003496355,0.0004527475,0.001530158,0.0008256863,0.0006061941,0.0008100295,0.0006825738,0.0007934743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004907596,"about_ca_system_score_gemma":0.0004136849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001491666,"about_ca_topic_score_gemma":0.003600803,"domain_scores_codex":[0.9976473,0.0006036779,0.0002819214,0.0003462917,0.001019514,0.0001012954],"domain_scores_gemma":[0.9949629,0.002487255,0.0007122786,0.000554555,0.001126827,0.0001561843],"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":[0.003597708,0.0003053457,0.3644364,0.00107186,0.000369585,0.0007344421,0.001468401,0.005964083,0.3685717,0.001899808,0.001427282,0.2501533],"study_design_scores_gemma":[0.00003352699,0.0009901106,0.7136735,0.0001464321,0.0002639678,0.004164299,0.001577126,0.05960364,0.2079363,0.001955682,0.009472389,0.0001829689],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8634586,0.002339304,0.1245706,0.0001892054,0.0001213045,0.0003586818,0.00195946,0.0006939337,0.006309033],"genre_scores_gemma":[0.8964602,0.0005951689,0.09908441,0.00005452254,0.00002050975,0.0001966204,0.001106746,0.00009260791,0.002389232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004249848,"threshold_uncertainty_score":0.02247566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04558113168713328,"score_gpt":0.3152537183998433,"score_spread":0.26967258671271,"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."}}