{"id":"W2939539639","doi":"10.1016/j.prro.2019.04.002","title":"One-Year Cosmesis and Fibrosis From ACCEL: Accelerated Partial Breast Irradiation (APBI) Using 27 Gy in 5 Daily Fractions","year":2019,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Cancer Foundation; University of Calgary","funders":"Alberta Cancer Foundation","keywords":"Medicine; Cosmesis; Nuclear medicine; Irradiation; Medical physics; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001449979,0.0001594487,0.0002635129,0.00008457803,0.00008895861,0.000043855,0.00006198822,0.0002947304,0.0002823705],"category_scores_gemma":[0.0002573721,0.000178975,0.00004479855,0.0001683301,0.00006467571,0.00005547955,0.00008023989,0.0001748609,0.00007580222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002550843,"about_ca_system_score_gemma":0.0002624469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007933212,"about_ca_topic_score_gemma":0.0002622959,"domain_scores_codex":[0.998618,0.0002397039,0.0002900326,0.0004614562,0.0001300167,0.0002607591],"domain_scores_gemma":[0.9991271,0.0002894609,0.0001965232,0.000206406,0.00008097231,0.0000995587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002665728,0.001295105,0.7587989,0.00002213603,0.0006007534,0.000009436563,0.0004744682,0.000807852,0.1914139,0.000617038,0.002493423,0.04080125],"study_design_scores_gemma":[0.003512456,0.0002935088,0.9629403,0.00001223661,0.0001528924,0.00002859233,0.0003047805,0.002447743,0.005865518,0.0001705746,0.02398452,0.0002868868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921409,0.0002291242,0.0005287845,0.005486387,0.0004096604,0.000317782,0.0001174794,0.00002125439,0.0007486052],"genre_scores_gemma":[0.9956843,0.0004549075,0.002603973,0.0005035184,0.0003321989,0.00004137594,0.0003269567,0.00002303204,0.00002973592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2041414,"threshold_uncertainty_score":0.7298387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03732723446646043,"score_gpt":0.3522677646742488,"score_spread":0.3149405302077884,"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."}}