{"id":"W4220834516","doi":"10.1158/1538-7445.sabcs21-p1-08-01","title":"Abstract P1-08-01: Validation of automated Ki67 analysis to predict Oncotype DX recurrence score in early-stage breast cancer","year":2022,"lang":"en","type":"article","venue":"Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Medicine; Breast cancer; Internal medicine; Stage (stratigraphy); Oncology; Correlation; Cohort; Cancer; Pathological; Pathology; 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":[0.002039481,0.000568461,0.00032647,0.001249509,0.0001924112,0.000699117,0.0005262202,0.0003690949,0.00129288],"category_scores_gemma":[0.003428219,0.0001730214,0.0003337611,0.0004835849,0.0001780354,0.0002363187,0.0004482449,0.0002648985,0.0007345886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003123054,"about_ca_system_score_gemma":0.0003887765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002399247,"about_ca_topic_score_gemma":0.002319387,"domain_scores_codex":[0.9993988,0.000200673,0.0000444718,0.0001564821,0.0001573373,0.00004213614],"domain_scores_gemma":[0.9983114,0.0005330491,0.0003552988,0.0001702063,0.0005258147,0.0001042323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008422463,0.0001434703,0.9647939,0.00006679847,0.0001244689,0.0001191688,0.000053926,0.003186628,0.005246681,0.00004199721,0.0007176939,0.02466294],"study_design_scores_gemma":[0.00008291369,0.001137087,0.9165553,0.00003336256,0.0001837718,0.001197417,0.0001203437,0.07197312,0.007500017,0.0001238477,0.001071324,0.00002158836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955137,0.0001888438,0.002742934,0.00002910258,0.00001258936,0.00006063259,0.0007038909,0.000106884,0.0006413766],"genre_scores_gemma":[0.996627,0.00004616323,0.001584817,0.00001012691,0.000007654542,0.00003197829,0.001353222,0.00001071878,0.0003285143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002399247,"threshold_uncertainty_score":0.01078594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05082725623250592,"score_gpt":0.3927816609717089,"score_spread":0.341954404739203,"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."}}