{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001989277,0.0002672993,0.0006312603,0.0009064309,0.0003434637,0.0007718049,0.0003158528,0.0006704457,0.0008383001],"category_scores_gemma":[0.004988401,0.0002290957,0.002742432,0.001690144,0.0001965084,0.0005423817,0.0003704807,0.0007122301,0.0001088149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004965516,"about_ca_system_score_gemma":0.0003113532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003044517,"about_ca_topic_score_gemma":0.003648449,"domain_scores_codex":[0.9980903,0.0007062129,0.0002569486,0.0004019006,0.0003801806,0.000164385],"domain_scores_gemma":[0.9978529,0.00093357,0.0007048844,0.0002323839,0.0001856035,0.00009070055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002578067,0.00003785873,0.9692096,0.0006402492,0.009418839,0.0001885165,0.00009838809,0.000248506,0.0004176781,0.00008872126,0.0009210809,0.01615254],"study_design_scores_gemma":[0.0001711198,0.000606803,0.9834622,0.0003832064,0.009274024,0.0006413801,0.0002646474,0.0006395651,0.0005622449,0.0004072766,0.003556743,0.00003076753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9437338,0.05028594,0.0008671298,0.0008730623,0.000231413,0.00005927627,0.001952028,0.00002575005,0.001971606],"genre_scores_gemma":[0.9963527,0.002392411,0.000179161,0.0002704719,0.00004639208,0.0000192124,0.0005578698,0.000006371582,0.0001754801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003044517,"threshold_uncertainty_score":0.0105204,"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."}}