{"id":"W2076761370","doi":"10.4137/cin.s5505","title":"Heterogeneity between Ducts of the Same Nuclear Grade Involved by Duct Carcinoma <i>In Situ</i> (DCIS) of the Breast","year":2010,"lang":"en","type":"article","venue":"Cancer Informatics","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Cancer Foundation; York University; ARC Resources (Canada); Women's College Hospital; Alberta Health Services; University Health Network","funders":"National Cancer Institute","keywords":"Digital image analysis; Medicine; Nuclear medicine; In situ; Biopsy; Pathology; Radiology; Physics; Computer science","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":[0.0001958417,0.0001520191,0.0003481184,0.00004513553,0.00007068981,0.000009121695,0.0003914154,0.0001298303,0.00003619767],"category_scores_gemma":[0.00003095193,0.00008690406,0.000161945,0.0003520757,0.0003006331,0.0001128291,0.0001768818,0.0004577249,0.000003523313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005901358,"about_ca_system_score_gemma":0.0002193973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004029981,"about_ca_topic_score_gemma":0.0003206177,"domain_scores_codex":[0.9987311,0.00003190309,0.0005700357,0.00008451441,0.0003529568,0.0002294417],"domain_scores_gemma":[0.9986774,0.00003374342,0.000328679,0.000743925,0.000121128,0.00009508048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003923292,0.00008940084,0.9220393,0.0004252169,0.00004303929,5.780528e-7,0.002736367,0.000009654329,0.06806225,0.0001942528,0.003215896,0.003144771],"study_design_scores_gemma":[0.0009658311,0.00003209887,0.9316841,0.0001447163,0.0001037202,0.00004181835,0.0006473931,0.0001263373,0.06333483,0.00003338028,0.002783115,0.0001026333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970924,0.0001319517,0.000002321724,0.001180179,0.0002986744,0.0003489474,0.0002100636,0.00001062719,0.0007248445],"genre_scores_gemma":[0.9990833,0.00001924429,0.0001017932,0.0006250971,0.0000977789,0.000007383401,0.000008904919,0.00001749596,0.00003898488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009644785,"threshold_uncertainty_score":0.3543845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01896740417807065,"score_gpt":0.2522881858842193,"score_spread":0.2333207817061486,"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."}}