{"id":"W4296467042","doi":"10.3390/cancers14194545","title":"De-Escalating the Management of In Situ and Invasive Breast Cancer","year":2022,"lang":"en","type":"review","venue":"Cancers","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Cancer Institute; National Institutes of Health; Roswell Park Cancer Institute; U.S. Department of Defense","keywords":"Breast cancer; Medicine; In situ; Cancer; Oncology; Internal medicine; Chemistry","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":[0.00009229042,0.0001934811,0.000406586,0.00003244529,0.00006328364,0.000006892412,0.0001684037,0.00006548304,0.0000383972],"category_scores_gemma":[0.000004008585,0.0001413359,0.0001078603,0.0001407681,0.00009708209,0.00000127102,0.0002835423,0.0001102955,2.880066e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000692743,"about_ca_system_score_gemma":0.000475521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005554102,"about_ca_topic_score_gemma":0.0005312875,"domain_scores_codex":[0.9991846,0.00006434624,0.0001971491,0.0002884642,0.00008405025,0.0001814062],"domain_scores_gemma":[0.9995493,0.0000293514,0.0001674331,0.0002168587,0.00001161654,0.00002540351],"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":[0.00001637075,0.000006450915,0.0003741124,0.004618556,0.0007473891,0.000008810832,0.0001274231,0.00005246528,0.000008343013,0.00002855419,0.0003105081,0.993701],"study_design_scores_gemma":[0.0003862772,0.0000288039,0.002056666,0.004036,0.0007774999,0.00004559147,0.0006569941,8.794407e-7,0.00003136748,0.00001190244,0.9917051,0.000262943],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006593168,0.9975161,0.000001658895,0.00004456969,0.00009853794,0.0003419363,0.0001605909,0.000002715002,0.001174585],"genre_scores_gemma":[0.002744101,0.9962053,0.00003422677,0.00006233822,0.00007813828,0.000715638,0.00004614284,0.00002435268,0.00008973252],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9934381,"threshold_uncertainty_score":0.5763509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0252153248771206,"score_gpt":0.3057607863297621,"score_spread":0.2805454614526415,"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."}}