{"id":"W2110417797","doi":"10.3109/00313025.2010.520306","title":"Improved breast cancer biomarker detection through a simple, high frequency, low cost external proficiency testing program","year":2010,"lang":"en","type":"article","venue":"Pathology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lions Gate Hospital; University of British Columbia; Vancouver General Hospital","funders":"","keywords":"Biomarker; Breast cancer; Medicine; Internal medicine; Oncology; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006806013,0.0009013381,0.0008716559,0.001349973,0.000556634,0.001072354,0.001124492,0.001383844,0.005089425],"category_scores_gemma":[0.007472573,0.000688035,0.0006216114,0.000598188,0.0008602188,0.0007994316,0.001542253,0.001222791,0.002631682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002566781,"about_ca_system_score_gemma":0.0008708946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005439384,"about_ca_topic_score_gemma":0.001169448,"domain_scores_codex":[0.9936966,0.002695209,0.0002790242,0.001322605,0.001706125,0.0003004778],"domain_scores_gemma":[0.9943045,0.00303041,0.0003992249,0.0009395779,0.00109862,0.0002276602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001847189,0.003999539,0.06585968,0.0003297141,0.000191147,0.0003243369,0.0003861585,0.001770835,0.7447971,0.001036086,0.005036224,0.174422],"study_design_scores_gemma":[0.0007336331,0.01458101,0.1935895,0.0001315955,0.0008905512,0.009125826,0.0003417037,0.02406817,0.7187578,0.001988846,0.03553589,0.0002554171],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5977421,0.000784491,0.3874009,0.001714774,0.0002836032,0.001687946,0.0008830235,0.002520627,0.006982467],"genre_scores_gemma":[0.6626405,0.0004712545,0.3165444,0.002198084,0.0003925028,0.001474541,0.00261508,0.0004489714,0.01321466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006806013,"threshold_uncertainty_score":0.03599411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01410828176744144,"score_gpt":0.2919352257660235,"score_spread":0.2778269439985821,"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."}}