{"id":"W3176574206","doi":"10.1016/j.ijrobp.2021.01.024","title":"“Standard” Fractionation for Breast Cancer is No Longer Standard","year":2021,"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":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre","funders":"","keywords":"Breast cancer; Regimen; Medicine; Oncology; Clinical trial; Radiation oncology; Stage (stratigraphy); Randomized controlled trial; Radiation therapy; Medical physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006011731,0.0002799487,0.0009979379,0.0002986795,0.002454681,0.001574275,0.001146538,0.01495042,0.003997488],"category_scores_gemma":[0.01650493,0.0003196574,0.0009014962,0.0004604887,0.003313813,0.002039834,0.001548633,0.0229854,0.001906883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003864687,"about_ca_system_score_gemma":0.003949218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002549041,"about_ca_topic_score_gemma":0.008418763,"domain_scores_codex":[0.9963095,0.0009995369,0.000426667,0.0004375938,0.001424309,0.0004025206],"domain_scores_gemma":[0.9921979,0.004428541,0.0005283423,0.0006196667,0.001059167,0.001166317],"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":[0.0002974104,0.0001221428,0.002028652,0.0002083943,0.00005702764,0.0007845621,0.0002299497,0.0001811837,0.001902561,0.01924559,0.9197528,0.05518978],"study_design_scores_gemma":[0.0001485987,0.0002271797,0.003113887,0.000261595,0.00005448514,0.001484081,0.0002594709,0.0001546978,0.00101102,0.02936041,0.9638819,0.00004278729],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001313821,0.003775572,0.0003917796,0.9743722,0.01634967,0.000006540492,0.0000320346,0.0000357137,0.003722726],"genre_scores_gemma":[0.01118317,0.002256035,0.0005208445,0.9610133,0.0203431,0.00001656871,0.0000535483,0.00003182836,0.004581619],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01495042,"threshold_uncertainty_score":0.03179342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530678645384695,"score_gpt":0.3281672024267769,"score_spread":0.31286041597293,"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."}}