{"id":"W2115369621","doi":"10.1158/1055-9965.epi-08-1101","title":"HER-2/neu Overexpression as a Predictor for the Transition from <i>In situ</i> to Invasive Breast Cancer","year":2009,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"Immunovaccine (Canada)","funders":"National Cancer Institute; National Institutes of Health","keywords":"Ductal carcinoma; Progesterone receptor; Breast cancer; Estrogen receptor; Oncology; Pathology; Immunohistochemistry; Medicine; Internal medicine; Univariate analysis; Cancer; Biology; Multivariate analysis","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":[0.0007138671,0.0002255531,0.0002184892,0.0006775784,0.0002160571,0.0004593035,0.0001971781,0.0003923166,0.001183107],"category_scores_gemma":[0.002846717,0.0001678909,0.000258581,0.000434528,0.0003109035,0.0002389262,0.0002659885,0.0008356188,0.0001824374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001215605,"about_ca_system_score_gemma":0.0002362441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009053456,"about_ca_topic_score_gemma":0.000969431,"domain_scores_codex":[0.9997017,0.0001444729,0.00002965122,0.00002869989,0.00004974622,0.00004570114],"domain_scores_gemma":[0.998094,0.0007630384,0.0005405054,0.0000827097,0.0001332148,0.0003864652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002767783,0.00004639615,0.997345,0.000007381851,0.00001896542,0.0001751189,0.00001829926,0.00006304871,0.0004592829,0.00001267863,0.00006306591,0.001514101],"study_design_scores_gemma":[0.00001618039,0.0002685988,0.9967126,0.00001008527,0.0000645121,0.001287952,0.0001639134,0.0008192101,0.000375484,0.00006526683,0.0002114972,0.000004750013],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991305,0.0003068307,0.00009535223,0.00007835819,0.000008734684,0.00000632314,0.00003535153,0.000004759503,0.0003338394],"genre_scores_gemma":[0.9997137,0.00006953899,0.00007172347,0.00001235384,0.00001086823,0.000002442283,0.00003828146,9.314063e-7,0.00008020722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001183107,"threshold_uncertainty_score":0.003957868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06706633794037227,"score_gpt":0.4246865636325911,"score_spread":0.3576202256922188,"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."}}