{"id":"W4416630726","doi":"10.1016/j.jlb.2025.100423","title":"Prognostic and Diagnostic Role of Circulating Tumor DNA (ctDNA) in High-risk Melanoma Patients: A Systematic Review and Meta-analysis","year":2025,"lang":"en","type":"article","venue":"The Journal of Liquid Biopsy","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Circulating tumor DNA; Melanoma; Circulating tumor cell; Biomarker; Disease; Adjuvant","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006634083,0.001374895,0.008267457,0.003030165,0.0003997697,0.001849493,0.001155729,0.00128974,0.002022251],"category_scores_gemma":[0.01675666,0.0007929372,0.01735701,0.004939757,0.0004907958,0.000873108,0.0007125394,0.0009494346,0.0002022715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008652767,"about_ca_system_score_gemma":0.001368987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003820877,"about_ca_topic_score_gemma":0.007801783,"domain_scores_codex":[0.9956103,0.001809166,0.001207446,0.0007472376,0.0004618035,0.0001640604],"domain_scores_gemma":[0.9864369,0.01012666,0.001951481,0.0004726081,0.0008489035,0.000163518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.003826079,0.00003783683,0.04858826,0.2801096,0.636597,0.0002137048,0.0001185628,0.001132238,0.000631501,0.000173578,0.00176894,0.02680273],"study_design_scores_gemma":[0.0004625166,0.0002242341,0.02929485,0.01725945,0.9490814,0.0002067679,0.00005614332,0.0003367947,0.0002146168,0.0002395137,0.002585567,0.00003817107],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01303277,0.9850995,0.0003198624,0.0002252587,0.0000858679,0.00005017992,0.0009451656,0.00001277475,0.000228606],"genre_scores_gemma":[0.3972118,0.5981626,0.001207186,0.0009620454,0.0003421245,0.0002847269,0.001562421,0.00002412965,0.0002429355],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008267457,"threshold_uncertainty_score":0.03508484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007194654326891107,"score_gpt":0.2352577677388859,"score_spread":0.2280631134119948,"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."}}