{"id":"W4312100640","doi":"10.3390/curroncol30010015","title":"Radiation in Early-Stage Breast Cancer: Moving beyond an All or Nothing Approach","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Radiation therapy; Breast cancer; Nothing; Oncology; Adjuvant radiotherapy; Stage (stratigraphy); Adjuvant; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001093942,0.0004900297,0.001195375,0.00163171,0.0001782166,0.000865192,0.0007608827,0.0008225062,0.002419455],"category_scores_gemma":[0.002001277,0.000186077,0.0007755843,0.001538391,0.0004266758,0.001160322,0.0004921503,0.001479835,0.0009535526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006750845,"about_ca_system_score_gemma":0.001186322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00111176,"about_ca_topic_score_gemma":0.002460631,"domain_scores_codex":[0.9996665,0.0001170073,0.00005939365,0.00004709317,0.0000894089,0.00002074323],"domain_scores_gemma":[0.9990336,0.0006875154,0.0001023476,0.00002251497,0.0001287255,0.00002538616],"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":[0.0001000148,0.00003404592,0.0002947225,0.02675604,0.0002046274,0.0001358668,0.00004745738,0.0003205569,0.0004830162,0.002957619,0.0182933,0.9503728],"study_design_scores_gemma":[0.00004413234,0.0002031726,0.001332411,0.01924345,0.0004991618,0.002083081,0.00008892367,0.0001009435,0.0004380074,0.003210974,0.9727334,0.00002245013],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001008281,0.9986973,0.00009948814,0.000431337,0.0001064321,0.000004083508,0.00001588291,0.000003538889,0.0005410771],"genre_scores_gemma":[0.0006921621,0.9985155,0.0001399168,0.0003410375,0.0000994537,0.000005280977,0.00002169146,0.000001794159,0.0001831992],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002419455,"threshold_uncertainty_score":0.008093834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1478767281833985,"score_gpt":0.4371908451416066,"score_spread":0.2893141169582081,"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."}}