{"id":"W2169491501","doi":"10.1093/jnci/djq101","title":"Biomarker Expression and Risk of Subsequent Tumors After Initial Ductal Carcinoma In Situ Diagnosis","year":2010,"lang":"en","type":"article","venue":"JNCI Journal of the National Cancer Institute","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":349,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"National Cancer Institute","keywords":"Breast cancer; Medicine; Oncology; Ductal carcinoma; Progesterone receptor; Estrogen receptor; Internal medicine; Proportional hazards model; Cancer; Population; Immunohistochemistry; Lumpectomy; Biomarker; Pathology; Mastectomy; Biology","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":[0.0001740148,0.00009622912,0.0001274389,0.0000661028,0.00005038665,0.000005957753,0.0001257634,0.00006157473,0.00001145418],"category_scores_gemma":[0.0001609475,0.00006372821,0.00008901194,0.00007468573,0.0001825113,0.0000187136,0.00009601693,0.0001506611,1.906553e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005709917,"about_ca_system_score_gemma":0.000236678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001736182,"about_ca_topic_score_gemma":0.001742488,"domain_scores_codex":[0.9992344,0.00003887778,0.0002575279,0.0001108116,0.0002688243,0.0000895909],"domain_scores_gemma":[0.9993461,0.00001909831,0.0002783336,0.00007297302,0.0002464521,0.00003699629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004234714,0.0000723001,0.8182263,0.00001053173,0.00009852818,0.000009864119,0.0001083688,0.00009518778,0.1797882,0.00001707026,0.0003933872,0.0007568134],"study_design_scores_gemma":[0.000830039,0.00002905997,0.7963036,0.00005045387,0.00003353888,0.0000686949,0.00001164743,0.000002323634,0.2012897,0.0001053266,0.001217345,0.00005830471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973142,0.001070485,0.000004616517,0.0004110748,0.000863558,0.00007258337,0.000106797,7.32927e-7,0.0001559285],"genre_scores_gemma":[0.9988571,0.0003821671,0.0001724877,0.0001015652,0.0004372569,0.00003310138,0.000003397735,0.00000634818,0.000006540361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02192269,"threshold_uncertainty_score":0.2598761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0204899775421249,"score_gpt":0.2992597373083975,"score_spread":0.2787697597662726,"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."}}