{"id":"W4213418594","doi":"10.1093/jnci/djaa201","title":"Assessment of Ki67 in Breast Cancer: Updated Recommendations From the International Ki67 in Breast Cancer Working Group","year":2020,"lang":"en","type":"article","venue":"JNCI Journal of the National Cancer Institute","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":733,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research; University of British Columbia","funders":"National Center for Advancing Translational Sciences; National Institutes of Health; Breast Cancer Research Foundation","keywords":"Breast cancer; Oncology; Medicine; Cancer; Internal medicine","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":[0.0002567078,0.0001756508,0.0002481364,0.00007518806,0.0001003994,0.00003109555,0.000648862,0.00007657786,0.0001981448],"category_scores_gemma":[0.00004201214,0.000119092,0.0001436819,0.0003833777,0.0001213382,0.00004563218,0.0002180092,0.0003228998,5.167486e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007427303,"about_ca_system_score_gemma":0.0009297257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003076188,"about_ca_topic_score_gemma":0.008115578,"domain_scores_codex":[0.9983577,0.00008801149,0.0005750805,0.000233963,0.0005781056,0.0001671015],"domain_scores_gemma":[0.9987556,0.00004518436,0.0005859219,0.0001122277,0.0004458423,0.00005525285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005759359,0.0002143301,0.9309709,0.00001087581,0.0008363494,0.000004578286,0.000355278,0.01948939,0.01797838,0.0003655922,0.02161417,0.007584232],"study_design_scores_gemma":[0.00212856,0.00001629686,0.9653762,0.0003341822,0.00006874325,0.00002921686,0.0001294858,0.0004094239,0.0009481818,0.0001296359,0.03028674,0.0001433247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7096388,0.002149763,0.0001437811,0.2792066,0.004026554,0.0003122821,0.003964664,0.000006503661,0.0005509836],"genre_scores_gemma":[0.9907854,0.002732804,0.0002857021,0.004226999,0.001783228,0.00006624283,0.00009047698,0.0000147521,0.00001439466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2811466,"threshold_uncertainty_score":0.4856429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03829603525344641,"score_gpt":0.3373352383614399,"score_spread":0.2990392031079935,"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."}}