{"id":"W2307665013","doi":"10.1007/s10549-016-3689-z","title":"Molecular subtype profiling of invasive breast cancers weakly positive for estrogen receptor","year":2016,"lang":"en","type":"article","venue":"Breast Cancer Research and Treatment","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; St. Paul's Hospital; Lions Gate Hospital; University of Ottawa; BC Cancer Agency; Ottawa Hospital; University of British Columbia","funders":"Canadian Cancer Society","keywords":"Breast cancer; Immunohistochemistry; Medicine; Estrogen receptor; Oncology; Internal medicine; Estrogen; Progesterone receptor; Cohort; Biomarker; Pathology; Cancer; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001308275,0.0002667163,0.0002907414,0.00009291177,0.0001682392,0.00001815728,0.0001354092,0.0000988126,0.00002837506],"category_scores_gemma":[0.00002964864,0.0001759528,0.000119311,0.0001426293,0.0004003849,0.00001127073,0.000116921,0.00004343429,0.000004356924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005188913,"about_ca_system_score_gemma":0.0008094735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002606626,"about_ca_topic_score_gemma":0.0005350707,"domain_scores_codex":[0.9982742,0.00008252732,0.0002026398,0.0006127802,0.0002584609,0.0005694068],"domain_scores_gemma":[0.9987136,0.00009826552,0.00009342888,0.0003069027,0.0005902067,0.0001975889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005855518,0.0003586193,0.05014399,0.0000677347,0.001744072,0.00001147236,0.0001418386,0.000009839362,0.8582177,0.0008528142,0.0004105001,0.08218591],"study_design_scores_gemma":[0.003914065,0.001596912,0.02397007,0.0002253015,0.0000921537,0.00008151809,0.0002334269,0.000001714543,0.9688294,0.000229478,0.0005681035,0.0002578966],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858473,0.004606199,0.0001001023,0.002289076,0.00007590579,0.001069748,0.005857835,0.00001236853,0.0001414801],"genre_scores_gemma":[0.9938748,0.003633218,0.0004482236,0.00002908785,0.0002269983,0.001393519,0.0001377435,0.00004344185,0.0002128978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1106117,"threshold_uncertainty_score":0.7175148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02693170874523191,"score_gpt":0.3289429712399911,"score_spread":0.3020112624947592,"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."}}