{"id":"W4406792537","doi":"10.32635/2176-9745.rbc.2024v70n4.4873","title":"Utilização de DNA Tumoral Circulante na Análise de Prognóstico de Pacientes com Tumores Malignos Sólidos do Trato Gastrintestinal: Revisão Sistemática","year":2025,"lang":"pt","type":"article","venue":"Revista Brasileira de Cancerologia","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gynecology","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"],"consensus_categories":[],"category_scores_codex":[0.001371055,0.0009396013,0.00111423,0.0002564807,0.000359584,0.0006323109,0.001191451,0.000636405,0.0001259467],"category_scores_gemma":[0.003352102,0.001028896,0.0005877365,0.0007544957,0.0006426795,0.00001809161,0.0005115598,0.0007361444,0.00002012517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001375954,"about_ca_system_score_gemma":0.00450008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002084237,"about_ca_topic_score_gemma":0.00007183738,"domain_scores_codex":[0.9943398,0.0006538444,0.001121063,0.001475528,0.0003016915,0.002108073],"domain_scores_gemma":[0.9964993,0.0004552418,0.0005703019,0.001313554,0.0004142718,0.0007473277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00105289,0.0004739157,0.8375419,0.002471397,0.0003993611,0.0006120983,0.0002269308,0.0005312723,0.1329089,0.003683195,0.01536283,0.004735291],"study_design_scores_gemma":[0.01173352,0.007911599,0.6412723,0.02089816,0.005747558,0.00513629,0.003167621,0.04698611,0.1818566,0.0009783922,0.06683039,0.00748145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9287975,0.03826091,0.02874007,0.0005603407,0.0004309345,0.001481238,0.0009446499,0.0001074651,0.0006768408],"genre_scores_gemma":[0.9899146,0.003880158,0.001059993,0.003445086,0.000363161,0.0002867761,0.000213345,0.0001222367,0.0007146752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1962697,"threshold_uncertainty_score":0.9992161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01676519836279992,"score_gpt":0.2840741510129265,"score_spread":0.2673089526501266,"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."}}