{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001146673,0.0002566314,0.0002027735,0.00003590776,0.0002039839,0.00002520501,0.0001795662,0.0002352863,0.00004551221],"category_scores_gemma":[0.00009847421,0.0002221188,0.0000723899,0.0001773233,0.0002825149,0.00001010944,0.0001376266,0.0001947039,0.000009088621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003737466,"about_ca_system_score_gemma":0.0001009213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001207513,"about_ca_topic_score_gemma":0.001574602,"domain_scores_codex":[0.9985287,0.00005770846,0.0002303681,0.0006007373,0.00009509172,0.0004873923],"domain_scores_gemma":[0.999191,0.00002031571,0.0001523911,0.0003606926,0.0002095513,0.0000660146],"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":[0.00006685429,0.0001626888,0.07503619,0.00001469982,0.00003301236,0.00001937366,0.00003741781,0.000001087981,0.7641304,0.00001393217,0.0000184808,0.1604659],"study_design_scores_gemma":[0.0012803,0.0002756301,0.7866613,0.00001772469,0.00006964178,0.001081552,0.00003583418,0.0001526001,0.2093306,0.0003371744,0.000373744,0.0003839816],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954145,0.0002572013,0.002108607,0.0002340366,0.0007774428,0.0006554788,0.0001693978,0.00008920206,0.0002941549],"genre_scores_gemma":[0.9919806,0.00004088015,0.006017357,0.0001982227,0.0004813834,0.001163543,0.00005087081,0.00003690453,0.00003029653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.711625,"threshold_uncertainty_score":0.905774,"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."}}