{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001221162,0.00005978565,0.0001761284,0.00001528704,0.000243694,0.00001245928,0.0003109136,0.00002304359,0.0001293724],"category_scores_gemma":[0.00006844797,0.0000413212,0.0001871319,0.0001142625,0.0002495977,0.000004818459,0.0001936174,0.0001171818,0.000001060447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001624836,"about_ca_system_score_gemma":0.0001972795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003396497,"about_ca_topic_score_gemma":0.00004242851,"domain_scores_codex":[0.9988651,0.0001398771,0.0004025362,0.0001499225,0.0003146987,0.0001279009],"domain_scores_gemma":[0.999369,0.00004823952,0.0003532154,0.00007746612,0.00007846113,0.00007361122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003303891,0.0002913487,0.9309448,0.000002264146,0.0001603301,0.00001166446,0.00002456109,0.0008882342,0.0008907771,0.00002622458,0.006586472,0.05984293],"study_design_scores_gemma":[0.001041425,0.001002281,0.9492319,0.000008758043,0.00005094865,0.000551306,0.0002158505,0.00001929898,0.001274124,0.0001529124,0.04632359,0.0001276263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941477,0.001394297,0.00002234233,0.003159449,0.0009379481,0.0000248952,0.00003184942,0.000001546553,0.0002799876],"genre_scores_gemma":[0.9979103,0.0004545331,0.0002441295,0.0006274987,0.0007204044,0.000004407334,5.690082e-7,0.000002985006,0.00003520059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0597153,"threshold_uncertainty_score":0.1874322,"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."}}