{"id":"W4399804707","doi":"10.32635/2176-9745.rbc.2024v70n2.4616","title":"Estratégias para Prevenção do Seroma em Pacientes Submetidos ao Tratamento Cirúrgico do Câncer de Mama: Revisão Sistemática da Literatura","year":2024,"lang":"pt","type":"article","venue":"Revista Brasileira de Cancerologia","topic":"Women's cancer prevention and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Seroma; Medicine; Surgery; Complication","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002829484,0.001425603,0.001883624,0.0006111995,0.0003717743,0.004715953,0.001075329,0.0007310737,0.005807723],"category_scores_gemma":[0.0003362201,0.00132211,0.00105317,0.002099246,0.0004038034,0.0006162094,0.0004113098,0.001724479,0.0006348707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003361517,"about_ca_system_score_gemma":0.001590407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000515991,"about_ca_topic_score_gemma":0.00001820565,"domain_scores_codex":[0.9908204,0.001148016,0.001980063,0.002450895,0.00117871,0.00242189],"domain_scores_gemma":[0.9954855,0.0003904505,0.0006147595,0.002030644,0.0002825683,0.001196067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004620898,0.004256342,0.162806,0.08702297,0.010427,0.0123251,0.02171163,0.0004603975,0.01335272,0.1147114,0.4379394,0.1303662],"study_design_scores_gemma":[0.00885687,0.00542783,0.2089544,0.04491625,0.007246818,0.001322628,0.007563278,0.003081986,0.0006582067,0.0005029215,0.7071123,0.004356578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7464169,0.235102,0.002561391,0.002288421,0.002580048,0.005315178,0.0008648532,0.0009224741,0.003948775],"genre_scores_gemma":[0.9575889,0.007138481,0.0007625063,0.00324039,0.001627256,0.001113051,0.0002727245,0.0002393014,0.02801743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2691729,"threshold_uncertainty_score":0.9998494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03071025125133955,"score_gpt":0.3227033409757658,"score_spread":0.2919930897244262,"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."}}