{"id":"W4372280120","doi":"10.3233/bd-220072","title":"Pseudoangiomatous stromal hyperplasia of the breast, imaging and clinical perspective: A review","year":2023,"lang":"en","type":"review","venue":"Breast Disease","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Angiomatosis; Presentation (obstetrics); Histopathology; Pathology; Hyperplasia; Breast imaging; Etiology; Physical examination; Radiology; Dermatology; Mammography; Breast cancer; Internal medicine; Cancer","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":[0.0004881242,0.0005501428,0.002389173,0.0001576874,0.0001137422,0.00002473827,0.0003520347,0.0001472704,0.0001172591],"category_scores_gemma":[0.0002270883,0.0003320394,0.002061388,0.0007060369,0.0004109079,0.00005826705,0.0004114118,0.0005405102,0.00009123733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001269057,"about_ca_system_score_gemma":0.001526533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006431807,"about_ca_topic_score_gemma":0.000002059432,"domain_scores_codex":[0.996799,0.0004238405,0.001080454,0.0007697074,0.0005185906,0.0004084191],"domain_scores_gemma":[0.9970773,0.0001883267,0.0005106678,0.001209066,0.000250649,0.0007639503],"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":[0.0001000592,0.0004982558,0.009798306,0.1021682,0.0005964702,0.0006746225,0.000009576888,1.155859e-8,1.337447e-7,0.0005019146,0.00692668,0.8787258],"study_design_scores_gemma":[0.001275275,0.00004910337,0.4343971,0.3388543,0.02796071,0.05475533,0.0001134836,0.0000326468,1.048716e-8,0.00009386255,0.1417791,0.0006891194],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000200962,0.9942168,0.000001345932,0.001856762,0.0002093911,0.001679634,0.001405414,0.00009987694,0.0003298116],"genre_scores_gemma":[0.0009498855,0.9975604,0.0000246186,0.0002561554,0.000461598,0.0001013507,0.0000780024,0.0001300785,0.0004378479],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8780367,"threshold_uncertainty_score":0.9999132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04481834319177253,"score_gpt":0.3925879644422464,"score_spread":0.3477696212504739,"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."}}