{"id":"W2014811828","doi":"10.1158/1055-9965.epi-14-0267","title":"A Multiparametric Serum Marker Panel as a Complementary Test to Mammography for the Diagnosis of Node-Negative Early-Stage Breast Cancer and DCIS in Young Women","year":2014,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University of Toronto","funders":"Centre Hospitalier Régional Universitaire de Montpellier; Ligue Contre le Cancer; Institut National de la Santé et de la Recherche Médicale","keywords":"Medicine; Breast cancer; Autoantibody; Oncology; Internal medicine; Mammography; Stage (stratigraphy); Cancer; Ductal carcinoma; Antibody; Immunology","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":[0.0009090058,0.0003424428,0.0004058033,0.0008875352,0.000145785,0.0003176777,0.000229412,0.0004116085,0.0005781862],"category_scores_gemma":[0.002764334,0.0001946139,0.0002317368,0.0003986637,0.0001320827,0.0002176917,0.0002623531,0.0002615639,0.000225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001697615,"about_ca_system_score_gemma":0.0001942663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006166861,"about_ca_topic_score_gemma":0.001233602,"domain_scores_codex":[0.9995936,0.0001492179,0.00004240124,0.00006332466,0.0001128397,0.00003859668],"domain_scores_gemma":[0.9988831,0.0004818382,0.0002711346,0.00005464914,0.0001543027,0.000154959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003843183,0.00005064895,0.9860464,0.00002785311,0.00004350011,0.0002069229,0.00006060717,0.00008542182,0.00423609,0.00001039836,0.0001420616,0.008705753],"study_design_scores_gemma":[0.00002267651,0.000551301,0.9929237,0.00001686572,0.00007752804,0.002332225,0.00005634172,0.001454706,0.002193294,0.00002752457,0.0003379894,0.000005923984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981648,0.0008312202,0.0003547307,0.00004749946,0.00001276452,0.00001492796,0.0001428441,0.00001784367,0.0004133602],"genre_scores_gemma":[0.9991298,0.0001337334,0.0005080773,0.0000299059,0.00001074109,0.000009945631,0.0001150887,0.000001268614,0.00006144602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009090058,"threshold_uncertainty_score":0.004807293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03533909578280772,"score_gpt":0.3376700450556082,"score_spread":0.3023309492728005,"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."}}