{"id":"W2023760479","doi":"10.1007/s10549-012-2065-x","title":"Tumour characteristics among women with very low-risk breast cancer","year":2012,"lang":"en","type":"article","venue":"Breast Cancer Research and Treatment","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Women's College Hospital; University of Toronto","funders":"","keywords":"Overdiagnosis; Medicine; Breast cancer; Oncology; Internal medicine; Cancer; Lymph node; Mammography; Immunohistochemistry; Gynecology","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":[0.0003664608,0.0001214091,0.0002713814,0.001077162,0.0003762245,0.0004519956,0.0002512565,0.0003594607,0.001541922],"category_scores_gemma":[0.00268803,0.0001772298,0.0002269367,0.001148764,0.0002670692,0.0003978811,0.0003395395,0.0003538039,0.000242414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002889531,"about_ca_system_score_gemma":0.0001961782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005919593,"about_ca_topic_score_gemma":0.005348908,"domain_scores_codex":[0.9996879,0.0001209934,0.0000395842,0.00004710783,0.00004243429,0.00006197821],"domain_scores_gemma":[0.9990187,0.0003615618,0.0002909058,0.00007020364,0.0001049772,0.0001536866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007119732,0.0000429883,0.9965329,0.00002038581,0.00003545455,0.00008759867,0.0002034197,0.00002142995,0.0006731518,0.00002905257,0.00005587398,0.001585795],"study_design_scores_gemma":[0.000007174581,0.0001485422,0.9990819,0.000003188027,0.00002115575,0.0001797341,0.0002399735,0.00001716562,0.00008896166,0.00001730914,0.0001928048,0.000002085462],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984876,0.0005747773,0.00004256366,0.00003043696,0.000004011046,0.000005793538,0.0002462385,0.000001230856,0.0006072294],"genre_scores_gemma":[0.9993499,0.000136839,0.00001996137,0.00001964244,0.000005734304,0.000006193507,0.0002104849,0.000001105628,0.0002501682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005919593,"threshold_uncertainty_score":0.01177031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665447110345117,"score_gpt":0.2981614262879939,"score_spread":0.2815069551845427,"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."}}