{"id":"W2888692682","doi":"10.1007/s10549-018-4916-6","title":"Histopathologic characteristics of background parenchymal enhancement (BPE) on breast MRI","year":2018,"lang":"en","type":"article","venue":"Breast Cancer Research and Treatment","topic":"MRI in cancer diagnosis","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"National Cancer Institute; Susan G. Komen; Memorial Sloan-Kettering Cancer Center; Kettering Fund; Susan G. Komen for the Cure","keywords":"Breast cancer; Medicine; Parenchyma; Mastectomy; CD34; Breast MRI; Mammary gland; Pathology; Cancer; Internal medicine; Mammography; Biology; Stem cell","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002829144,0.0002369886,0.0004450243,0.0001988103,0.0001763624,0.00002842692,0.0001048281,0.00008611226,0.001965283],"category_scores_gemma":[0.000007711224,0.0001715543,0.00007156999,0.0002586691,0.000664965,0.00005211521,0.00007797479,0.0001655665,0.0001068087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001218138,"about_ca_system_score_gemma":0.000385181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002039924,"about_ca_topic_score_gemma":0.0002174411,"domain_scores_codex":[0.9978392,0.00009030279,0.0003052803,0.0005369409,0.0006524394,0.000575883],"domain_scores_gemma":[0.9984599,0.0001122603,0.00009666202,0.0004926123,0.0005026776,0.0003358971],"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":[0.009075846,0.005700061,0.4161653,0.0003445216,0.0005251338,0.0003937101,0.0007746965,4.078066e-7,0.00710018,0.001122935,0.01043437,0.5483629],"study_design_scores_gemma":[0.003558211,0.009863042,0.9538053,0.0006547641,0.000119781,0.0004483453,0.000145689,0.00002067337,0.0143495,0.0001104407,0.01670936,0.0002148418],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877505,0.0006710741,0.00002067479,0.006545066,0.0002073271,0.000798282,0.000682694,0.00002668649,0.003297746],"genre_scores_gemma":[0.9904948,0.006006959,0.0001907799,0.0001390064,0.0007005899,0.0005633967,0.00004794823,0.0000258967,0.001830585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.548148,"threshold_uncertainty_score":0.9989471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1061093045784749,"score_gpt":0.4052452293432783,"score_spread":0.2991359247648034,"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."}}