{"id":"W3093220826","doi":"10.1007/s12609-020-00384-x","title":"Accelerated Partial Breast Irradiation (APBI): Where Are We Now?","year":2020,"lang":"en","type":"review","venue":"Current Breast Cancer Reports","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Juravinski Cancer Centre","funders":"","keywords":"Medicine; Cosmesis; Brachytherapy; Breast cancer; Nuclear medicine; Randomized controlled trial; Radiation therapy; Breast-conserving surgery; Urology; Radiology; Oncology; Mastectomy; Internal medicine; Surgery; 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":[0.0001255956,0.001138328,0.001913373,0.0001116873,0.0002162637,0.0001174623,0.0003336445,0.0004877102,0.000251857],"category_scores_gemma":[0.00001364484,0.0009884562,0.0008298447,0.0004699794,0.000135055,0.00001892763,0.0003617075,0.0004899721,0.00006310444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004573742,"about_ca_system_score_gemma":0.00131131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001114873,"about_ca_topic_score_gemma":0.0001780194,"domain_scores_codex":[0.9956979,0.0001837328,0.001189433,0.001761246,0.0004761054,0.0006916558],"domain_scores_gemma":[0.996588,0.00001452446,0.001780468,0.0009506728,0.0002966594,0.0003696618],"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":[0.00006602589,0.0001812952,0.002102898,0.005273153,0.0009384585,0.0002021198,0.00003038403,0.000006491168,0.000005684922,0.000002228826,0.05139526,0.939796],"study_design_scores_gemma":[0.0003761903,0.00002632549,0.001795671,0.00802331,0.001488457,0.003820219,0.00001249679,0.000002544536,0.00001142011,0.000005033822,0.9835214,0.0009169507],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002316664,0.991078,0.00002632751,0.001636858,0.003332983,0.001015053,0.002687624,0.000107555,0.00009247042],"genre_scores_gemma":[0.0007848445,0.990694,0.00001165574,0.00004500315,0.004492254,0.00125258,0.002408633,0.0001862567,0.0001248137],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9388791,"threshold_uncertainty_score":0.9992566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05746993567219293,"score_gpt":0.3536178565185634,"score_spread":0.2961479208463705,"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."}}