{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003558183,0.0008066818,0.0009161832,0.001392659,0.0004026752,0.001178001,0.001145694,0.001169377,0.03010765],"category_scores_gemma":[0.0006542893,0.0002364334,0.0003992669,0.001264245,0.0003350092,0.0007144885,0.0008548374,0.001864168,0.03493428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008279458,"about_ca_system_score_gemma":0.0008856526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001615183,"about_ca_topic_score_gemma":0.00274046,"domain_scores_codex":[0.9997571,0.00003094973,0.00001595182,0.00003858945,0.0001188063,0.00003857948],"domain_scores_gemma":[0.9997817,0.00003422998,0.00001645213,0.00001751258,0.0001100445,0.00004011791],"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":[0.00005065846,0.00003027151,0.00008940261,0.00230683,0.00002890611,0.0001129313,0.00001684945,0.00009507025,0.001062752,0.003292511,0.2986585,0.6942554],"study_design_scores_gemma":[0.000006908097,0.00001219995,0.0001285882,0.0003572592,0.000007236614,0.0002950833,0.000006922329,0.000009807735,0.0001196313,0.0004051311,0.9986487,0.000002571164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002516936,0.9554034,0.0004759016,0.001814388,0.004240312,0.00004233467,0.0003867611,0.0001324132,0.03725279],"genre_scores_gemma":[0.002742885,0.9501889,0.0005876403,0.002851223,0.001571371,0.00004419243,0.001279487,0.00001922148,0.04071508],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03010765,"threshold_uncertainty_score":0.1007201,"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."}}