{"id":"W4393001145","doi":"10.3390/curroncol31030121","title":"Personalized Radiation Therapy for Breast Cancer","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Radiation therapy; Mastectomy; Disease; Cancer; Medical physics; Surgery; 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":[0.0006700826,0.0003012498,0.0004679608,0.0005698264,0.0002435498,0.0007522817,0.0004544216,0.0005676061,0.005310024],"category_scores_gemma":[0.001238551,0.0001361634,0.0005477679,0.000580992,0.0002788912,0.00042506,0.0005647848,0.001177207,0.001749555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000560715,"about_ca_system_score_gemma":0.0006134929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006532618,"about_ca_topic_score_gemma":0.001120263,"domain_scores_codex":[0.9996153,0.0001375878,0.0000162195,0.00006213385,0.0001366148,0.000032175],"domain_scores_gemma":[0.9997793,0.00009525304,0.00003107621,0.00003461054,0.00004236485,0.00001739396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000206383,0.0001553317,0.003272608,0.003572148,0.0003250088,0.0003129533,0.000206155,0.003103154,0.02145348,0.01466851,0.04009619,0.9126282],"study_design_scores_gemma":[0.00006911644,0.0004529062,0.007446941,0.001106381,0.0003628481,0.003184221,0.0001033616,0.001460633,0.01379988,0.01701757,0.9549419,0.0000542825],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01969491,0.8643159,0.05105085,0.01326783,0.002034269,0.0002121642,0.0009646863,0.0006503843,0.04780896],"genre_scores_gemma":[0.2104704,0.7167903,0.04022716,0.007661283,0.002103972,0.0003556935,0.001732595,0.0002009973,0.02045755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005310024,"threshold_uncertainty_score":0.01776379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06239205832614708,"score_gpt":0.4150337031438368,"score_spread":0.3526416448176897,"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."}}