{"id":"W4313168947","doi":"10.4103/jcls.jcls_47_22","title":"Breast cancer heterogeneity","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Sciences","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Breast cancer; Cancer; Oncology; Medicine; Postmenopausal women; Population; Internal medicine; Demography; Gynecology; Environmental health","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":[0.003048768,0.0003368959,0.0009398592,0.002626348,0.0006159642,0.0026437,0.00103544,0.0006587182,0.01209462],"category_scores_gemma":[0.02139202,0.000204765,0.0007965568,0.004054904,0.0009025902,0.001274386,0.002014773,0.0007464521,0.001368773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001948256,"about_ca_system_score_gemma":0.00236682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005130744,"about_ca_topic_score_gemma":0.003036953,"domain_scores_codex":[0.996141,0.001338135,0.0003960472,0.0007583369,0.0009182259,0.0004483553],"domain_scores_gemma":[0.9907067,0.004881824,0.001560335,0.001127094,0.001352104,0.0003718711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006319791,0.0001100736,0.3397105,0.004328228,0.002324571,0.003359607,0.002888408,0.004369569,0.001054266,0.1124967,0.100983,0.4277432],"study_design_scores_gemma":[0.000202983,0.0002041036,0.217425,0.003505127,0.001655323,0.02396215,0.005322945,0.004957274,0.0007543719,0.2956352,0.4462643,0.0001112345],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4004908,0.1367799,0.0442285,0.06671569,0.002822831,0.001504542,0.03385141,0.0008094364,0.3127969],"genre_scores_gemma":[0.9642744,0.01539019,0.002953834,0.003914679,0.000918448,0.0002927571,0.007140528,0.00008430336,0.00503083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01209462,"threshold_uncertainty_score":0.04046053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07127362856490756,"score_gpt":0.4353712712588944,"score_spread":0.3640976426939869,"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."}}