{"id":"W4313419089","doi":"10.1016/j.sopen.2022.12.002","title":"Is palpable DCIS more aggressive than screen-detected DCIS?","year":2022,"lang":"en","type":"article","venue":"Surgery Open Science","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"National Cancer Institute","keywords":"Medicine; Ductal carcinoma; Biopsy; Pathological; Ultrasound; Radiology; Multivariate analysis; Breast cancer; Retrospective cohort study; Cancer; Surgery; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001674037,0.000160475,0.0003560634,0.0003348498,0.001161293,0.0002164443,0.001021548,0.00002202393,0.004186084],"category_scores_gemma":[0.0004783243,0.0001301186,0.0001178334,0.002262072,0.000523977,0.0004678591,0.001541928,0.0002826754,0.0001216278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004224088,"about_ca_system_score_gemma":0.002113795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002653455,"about_ca_topic_score_gemma":0.00005095901,"domain_scores_codex":[0.9964996,0.00008747663,0.0002372985,0.0007084087,0.0017148,0.0007524263],"domain_scores_gemma":[0.9981527,0.000196969,0.0001609658,0.0007568385,0.0002251998,0.0005072738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001654337,0.0008088521,0.8316618,0.00006411426,0.000152347,0.006344632,0.001563284,0.00003645845,0.003183226,0.0001858054,0.07570799,0.07863719],"study_design_scores_gemma":[0.002933834,0.001534793,0.9037443,0.0002735915,0.00007974794,0.0007507015,0.001928922,0.0008264726,0.06839187,0.0006861684,0.0181932,0.0006564013],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797569,0.003659987,0.00001347892,0.006232833,0.0003559547,0.001354315,0.0001734997,0.00007474105,0.008378278],"genre_scores_gemma":[0.99299,0.00009319116,0.0002494505,0.001318237,0.00004872215,0.0002988527,0.00003107443,0.00001798796,0.004952492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07798079,"threshold_uncertainty_score":0.9967242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06641097707812725,"score_gpt":0.3814587252819641,"score_spread":0.3150477482038368,"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."}}