{"id":"W2909180257","doi":"10.1177/1533033818821104","title":"Intraoperative Assessment of Sentinel Lymph Nodes in Breast Cancer Patients Post-Neoadjuvant Therapy","year":2019,"lang":"en","type":"article","venue":"Technology in Cancer Research & Treatment","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; North York General Hospital; University of Toronto","funders":"","keywords":"Medicine; Breast cancer; Neoadjuvant therapy; Lymph; Sentinel lymph node; Cancer; Oncology; Radiology; Internal medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000203063,0.0003097406,0.0004665052,0.0005434211,0.00006701962,0.00001151886,0.0003104616,0.0002510136,0.0001394142],"category_scores_gemma":[0.00001681243,0.000241503,0.00007717348,0.0006598894,0.0003643465,0.00001135396,0.0002391333,0.0002170337,0.000008826745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001321366,"about_ca_system_score_gemma":0.0007907234,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009999425,"about_ca_topic_score_gemma":0.001630895,"domain_scores_codex":[0.9977596,0.000154353,0.0003641097,0.0007089889,0.0003499035,0.0006630055],"domain_scores_gemma":[0.9987354,0.00004074105,0.0001038312,0.0005187224,0.0005492709,0.00005205893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004586757,0.001669054,0.9221954,0.00002013479,0.0003018694,0.00001062097,0.0001782757,0.0001348181,0.05442013,0.0001050502,0.0000308903,0.02047506],"study_design_scores_gemma":[0.006608661,0.0004484516,0.9245722,0.0001334023,0.00001079021,0.000003908184,0.0005107748,0.00002795622,0.06721905,0.00007808379,0.000189227,0.0001974387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989818,0.003580936,7.166794e-7,0.005019067,0.00009691252,0.0008979985,0.0002858734,0.00002001202,0.0002805109],"genre_scores_gemma":[0.9831864,0.01463201,0.0000764262,0.00009280472,0.00004002549,0.001720968,0.00007714759,0.00003528754,0.0001389789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02027762,"threshold_uncertainty_score":0.9965931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02323403779851772,"score_gpt":0.3887907270091688,"score_spread":0.365556689210651,"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."}}