{"id":"W4317612789","doi":"10.1097/01.cot.0000918336.06435.b4","title":"Genetic Profiling in Patients After Breast-Conserving Surgery","year":2023,"lang":"en","type":"article","venue":"Oncology Times","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Radiation therapy; Breast-conserving surgery; Oncology; Adjuvant radiotherapy; Internal medicine; Adjuvant; Mastectomy; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001128011,0.0001337241,0.0001965756,0.0001000848,0.00004317831,0.000006206653,0.00007891596,0.0001316224,0.0000492398],"category_scores_gemma":[0.00004826273,0.000127785,0.00006488551,0.0001686348,0.00006718683,0.000002820578,0.0001608079,0.00005568675,0.0001237695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005246248,"about_ca_system_score_gemma":0.0001150456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004195401,"about_ca_topic_score_gemma":0.0001058759,"domain_scores_codex":[0.9990568,0.00007508429,0.0001844118,0.0003063023,0.00007124709,0.0003062116],"domain_scores_gemma":[0.9996175,0.00005827871,0.00005120218,0.0001876475,0.00004617413,0.00003915715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002006592,0.00009707055,0.9841369,0.0000128387,0.00005428605,0.00003121599,0.00005044348,0.00001366393,0.0006557415,0.000001816324,0.005395884,0.009349513],"study_design_scores_gemma":[0.0005729963,0.00006604361,0.9952511,0.00001626133,0.00001554896,0.000008580168,0.00004603856,0.00001323108,0.001145845,0.00003818388,0.002694354,0.0001318336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997523,0.0003549849,0.000002490031,0.0004564536,0.0002231191,0.0001359736,0.00002838266,0.00002961826,0.001246048],"genre_scores_gemma":[0.9983784,0.0001056833,0.0002972024,0.0002752341,0.0001264456,0.0001767693,0.0001074262,0.00002155194,0.000511292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01111422,"threshold_uncertainty_score":0.5210921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009061639194598315,"score_gpt":0.2533111571378338,"score_spread":0.2442495179432354,"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."}}