{"id":"W2086890478","doi":"10.1016/j.molonc.2010.06.007","title":"Molecular diversity in ductal carcinoma <i>in situ</i> (DCIS) and early invasive breast cancer","year":2010,"lang":"en","type":"article","venue":"Molecular Oncology","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":144,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Akademiska Sjukhuset; Norges Forskningsråd; Uppsala Universitet; Cancerfonden; Kreftforeningen","keywords":"Ductal carcinoma; Breast cancer; Biology; Pathology; Cancer; In situ; Tissue microarray; Oncology; Medicine; Genetics","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":[0.0001579481,0.0001740906,0.0002083991,0.000135455,0.00006142453,0.00001508702,0.0002277078,0.0003369655,0.00002334627],"category_scores_gemma":[0.00003773868,0.0001871214,0.00005982437,0.0001748781,0.0001421786,0.000007645472,0.0004114643,0.0002927368,0.000003854143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005314206,"about_ca_system_score_gemma":0.0002233214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005434875,"about_ca_topic_score_gemma":0.003032361,"domain_scores_codex":[0.9987133,0.0001253871,0.000203839,0.0005291766,0.0001266072,0.000301761],"domain_scores_gemma":[0.9993989,0.00001007931,0.00008544241,0.0003155524,0.00006703591,0.0001229579],"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":[0.0001080414,0.00008104789,0.1668371,0.000008712674,0.00001091804,0.0001752757,0.0001450127,0.00002753497,0.8302935,0.0001702666,0.0001425832,0.001999987],"study_design_scores_gemma":[0.001471027,0.000153267,0.4730916,0.000009670762,0.00001437118,0.00009245961,0.0001027235,0.00001317294,0.5220975,0.0001637487,0.002555654,0.0002348105],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960382,0.0005931775,0.00009454824,0.00114779,0.0002438047,0.0002345962,0.00001225146,0.000007576484,0.001628082],"genre_scores_gemma":[0.9987234,0.0001384735,0.0001400089,0.000784675,0.00006056863,0.00006452548,0.00001939915,0.00001952273,0.000049369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.308196,"threshold_uncertainty_score":0.7630591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009219640244107177,"score_gpt":0.255209347961227,"score_spread":0.2459897077171198,"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."}}