{"id":"W2766508345","doi":"10.7759/cureus.1815","title":"Malignant Epithelial Transformation in Phyllodes Tumor: A Population-Based Case Series","year":2017,"lang":"en","type":"article","venue":"Cureus","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"Universiteit Leiden","keywords":"Medicine; Phyllodes tumor; Malignant transformation; Series (stratigraphy); Transformation (genetics); Population; Pathology; Genetics; Gene; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001201156,0.00008972272,0.0001528384,0.0000479943,0.0001952348,0.00003692619,0.0000601596,0.00004630401,0.0001012799],"category_scores_gemma":[0.00004010947,0.00007247235,0.00005690142,0.00003219989,0.0000348163,0.0002193137,0.00000856411,0.0000786646,0.00001546933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000569741,"about_ca_system_score_gemma":0.00006409304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00202882,"about_ca_topic_score_gemma":0.001664927,"domain_scores_codex":[0.9994424,0.00001833634,0.0001721434,0.0001176951,0.000107016,0.0001424293],"domain_scores_gemma":[0.9994827,0.000009911597,0.00006297518,0.000340452,0.00003604883,0.00006789173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001274363,0.0007523504,0.9132176,0.0005887978,0.00005514142,0.01336726,0.003106083,0.0001402739,0.02458599,0.008695891,0.0002232837,0.03399293],"study_design_scores_gemma":[0.001877739,0.0001421367,0.9873731,0.0001616851,0.00004503866,0.003597211,0.0003436095,0.001722669,0.003544586,0.0002748979,0.0007760182,0.0001413705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965224,0.00009344496,0.0001134324,0.00133207,0.0001159556,0.0002141294,0.00002907922,0.00002734764,0.001552197],"genre_scores_gemma":[0.9992276,0.000004933206,0.0003852542,0.0001174339,0.00009818151,0.00002168604,0.00003019047,0.00001075269,0.0001039479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07415541,"threshold_uncertainty_score":0.3066982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02379169599281568,"score_gpt":0.2831697045569229,"score_spread":0.2593780085641073,"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."}}