{"id":"W4396543143","doi":"10.1101/cshperspect.a041729","title":"Breast Cancer","year":2024,"lang":"en","type":"review","venue":"Cold Spring Harbor Perspectives in Medicine","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Breast cancer; Cancer; Oncology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001602312,0.000518648,0.001170498,0.0002342294,0.0000484853,0.00001398317,0.0002929082,0.0002407024,0.00006392421],"category_scores_gemma":[0.00005211933,0.0003766963,0.0002355489,0.0003576646,0.0002866911,0.000002604705,0.0002339004,0.0003784289,0.00002982265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000456902,"about_ca_system_score_gemma":0.0002607989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003260958,"about_ca_topic_score_gemma":0.0001019102,"domain_scores_codex":[0.9981616,0.00006640497,0.0003571377,0.0008840021,0.0001887327,0.0003421363],"domain_scores_gemma":[0.9992064,0.00002711431,0.0001192839,0.0004925646,0.00007185538,0.00008274507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003699715,0.001300465,0.001768148,0.08216041,0.01577482,0.001296745,0.00451317,0.00001228276,0.001214143,0.03912703,0.04351987,0.808943],"study_design_scores_gemma":[0.0004477535,0.00005427186,0.0007579945,0.02141516,0.001366952,0.00002229971,0.0002505188,8.583501e-7,0.000009132022,0.000006398995,0.9752423,0.0004264315],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003554888,0.9976735,0.000008294798,0.0005064955,0.0007053054,0.000422935,0.0001108304,0.0000380965,0.0004989782],"genre_scores_gemma":[0.001693001,0.9948077,0.00004211315,0.00003893356,0.002537962,0.0004712464,0.000007432772,0.0001046392,0.0002969264],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9317223,"threshold_uncertainty_score":0.9998685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03023046252176517,"score_gpt":0.3583568314904997,"score_spread":0.3281263689687345,"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."}}