{"id":"W4410812629","doi":"10.1200/jco.2025.43.16_suppl.5563","title":"Circulating tumor DNA (ctDNA) monitoring in participants (pts) with ovarian cancer treated with neoadjuvant pembrolizumab (pembro) + chemotherapy (chemo) ± anti–immunoglobulin-like transcript 4 (ILT4) monoclonal antibody MK-4830.","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Pembrolizumab; Ovarian cancer; Chemotherapy; Monoclonal antibody; Antibody; Cancer research; Oncology; Internal medicine; Cancer; Immunology; Immunotherapy","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":[0.0003434554,0.0002136479,0.0003266176,0.0001773788,0.0002352132,0.0002774127,0.0001671519,0.000407846,0.001508316],"category_scores_gemma":[0.0008535673,0.0001850582,0.000197793,0.000213734,0.0001951413,0.0002143941,0.0001923733,0.0003841201,0.0002661168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002265711,"about_ca_system_score_gemma":0.0002823128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005976198,"about_ca_topic_score_gemma":0.0009389942,"domain_scores_codex":[0.9998535,0.00004938562,0.00001285834,0.00004079759,0.00002352561,0.00001993336],"domain_scores_gemma":[0.9996618,0.00006438906,0.0001271856,0.00001216387,0.00002751427,0.0001070209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06654337,0.003050457,0.8571035,0.0002416069,0.0002130137,0.0009633727,0.0007941888,0.0004653544,0.0393458,0.000053577,0.0009265955,0.03029911],"study_design_scores_gemma":[0.003327625,0.0643791,0.9190169,0.00004185952,0.0003090653,0.002120336,0.0005455579,0.001322093,0.005532323,0.0001037081,0.003284832,0.00001665549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993134,0.0001424468,0.00008777927,0.00002855886,0.000006887925,0.00006454155,0.000134124,0.000003327434,0.0002189021],"genre_scores_gemma":[0.9990571,0.00008213051,0.000184812,0.00005939109,0.00001099669,0.0001127479,0.0001797186,0.00000118347,0.0003119186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001508316,"threshold_uncertainty_score":0.005045831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04754943468315769,"score_gpt":0.3974247167099543,"score_spread":0.3498752820267966,"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."}}