{"id":"W4280577992","doi":"10.1016/j.ijrobp.2022.01.004","title":"In Regard to Vicini et al.","year":2022,"lang":"en","type":"letter","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Lumpectomy; Adjuvant radiotherapy; Breast cancer; Adjuvant; Radiation therapy; Cancer; Medical physics; Oncology; Gynecology; Mastectomy; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004593077,0.0008733597,0.001209035,0.0007484622,0.003767936,0.004863213,0.003293225,0.06876548,0.006568044],"category_scores_gemma":[0.03365658,0.000688885,0.001451156,0.0007965636,0.002669907,0.003640253,0.002105838,0.04351385,0.007595288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003332913,"about_ca_system_score_gemma":0.003720918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002216112,"about_ca_topic_score_gemma":0.0058839,"domain_scores_codex":[0.9959662,0.00083044,0.0004856995,0.0007679721,0.001286854,0.0006628022],"domain_scores_gemma":[0.991787,0.004166137,0.0005743376,0.0003514698,0.001713051,0.001407947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008960856,0.00008397755,0.001012093,0.00007986096,0.00003194424,0.00713055,0.0001840529,0.0001434571,0.0002631791,0.00551386,0.9764813,0.008986145],"study_design_scores_gemma":[0.0001377235,0.0001411719,0.001207613,0.0002635468,0.00006477057,0.006715586,0.0004846819,0.0009890948,0.0006757963,0.01949185,0.9697047,0.0001234091],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006448989,0.0008562698,0.0002428127,0.9436687,0.0514397,0.00002145636,0.00004557085,0.00004104216,0.003039602],"genre_scores_gemma":[0.00354964,0.0005581308,0.0003694764,0.9393957,0.0493973,0.00004151697,0.00002390254,0.00002021674,0.006644086],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06876548,"threshold_uncertainty_score":0.0242908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01571262676742263,"score_gpt":0.3293872199772735,"score_spread":0.3136745932098509,"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."}}