{"id":"W4321094757","doi":"10.3390/cancers15041260","title":"Recent Advances in Optimizing Radiation Therapy Decisions in Early Invasive Breast Cancer","year":2023,"lang":"en","type":"review","venue":"Cancers","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences; Juravinski Cancer Centre; University of British Columbia","funders":"Cancer Research Society","keywords":"Medicine; Breast cancer; Adjuvant; Oncology; Radiation therapy; Clinical trial; Adjuvant radiotherapy; Internal medicine; Disease; Translational research; Cancer; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001152815,0.0003975351,0.0008254233,0.0002233279,0.00005539207,0.0000208958,0.0002521283,0.0002567552,0.00001829451],"category_scores_gemma":[0.00006495141,0.0003458141,0.0001831007,0.0006699748,0.0000684284,0.0000122874,0.00009284322,0.0002031544,0.00001364709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002000382,"about_ca_system_score_gemma":0.001773135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007503747,"about_ca_topic_score_gemma":0.006791894,"domain_scores_codex":[0.9982467,0.0001113511,0.0004481552,0.0006571764,0.0001508206,0.0003858396],"domain_scores_gemma":[0.9992074,0.00009913341,0.0002493134,0.0003176585,0.00006014477,0.00006632904],"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":[0.00005533754,0.0000119901,0.0005500662,0.0002428659,0.0001391039,0.00001079348,0.0001080487,0.0006710836,0.000002724238,0.00000242431,0.0003247425,0.9978808],"study_design_scores_gemma":[0.0008617769,0.00004133886,0.001565641,0.005928548,0.00006739716,0.000007415373,0.000073748,0.000001742063,0.00002054457,0.0000140298,0.9910215,0.0003962779],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004854078,0.9976861,0.000003716393,0.00007425877,0.000548307,0.000687926,0.0003711945,0.00001647864,0.0001265479],"genre_scores_gemma":[0.0001177179,0.9975092,0.00003622696,0.0000797797,0.0003217908,0.001553453,0.0002529072,0.00007745749,0.00005151277],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9974846,"threshold_uncertainty_score":0.9998994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04661765747295643,"score_gpt":0.3547909953835415,"score_spread":0.308173337910585,"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."}}