{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001085617,0.0001826095,0.0002949419,0.0008506479,0.0002612862,0.0006476513,0.0002461624,0.0002501438,0.001415348],"category_scores_gemma":[0.002870345,0.000184681,0.0002402855,0.0004234718,0.000726402,0.0004380312,0.0004970893,0.0002349433,0.0002159309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003970967,"about_ca_system_score_gemma":0.0001587226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000358015,"about_ca_topic_score_gemma":0.0004992394,"domain_scores_codex":[0.9987713,0.0002804876,0.0001877724,0.0003688307,0.0002709928,0.0001206726],"domain_scores_gemma":[0.9962686,0.001604152,0.001312354,0.0004119767,0.0002154782,0.0001873741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001487143,0.0002043805,0.5845999,0.0002589804,0.000220095,0.0005230483,0.0003858101,0.0005746176,0.3968804,0.0003681008,0.0001119589,0.01438542],"study_design_scores_gemma":[0.00002456723,0.0007642977,0.9422814,0.00001336487,0.0001067284,0.002822236,0.0003602256,0.001219069,0.05162997,0.0003195512,0.0004393884,0.00001920233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981066,0.0001720068,0.001322613,0.00001277376,0.000003286078,0.0000116363,0.00006125357,0.00001754439,0.0002922518],"genre_scores_gemma":[0.9993882,0.0000247797,0.0004292659,0.000007251254,0.00000410858,0.000007216973,0.0000864899,0.000003829332,0.00004880792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001415348,"threshold_uncertainty_score":0.005741417,"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."}}