{"id":"W4404305723","doi":"10.1158/1557-3265.liqbiop24-pr003","title":"Abstract PR003: ctDNA release kinetics and fragmentation to monitor treatment response and resistance in esophageal adenocarcinoma","year":2024,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; McGill University Health Centre","funders":"","keywords":"Esophageal adenocarcinoma; Kinetics; Fragmentation (computing); Adenocarcinoma; Cancer research; Medicine; Esophageal cancer; Oncology; Chemistry; Internal medicine; Biology; Cancer","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":[0.0005109846,0.0002499045,0.0002729716,0.0006994665,0.0001758924,0.0005011361,0.0002161158,0.0005668557,0.00152919],"category_scores_gemma":[0.000940947,0.0001684784,0.0002287063,0.0005596775,0.0001912086,0.0003346003,0.0002541273,0.0004711378,0.0004535186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003703211,"about_ca_system_score_gemma":0.0002005065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008108462,"about_ca_topic_score_gemma":0.0008698194,"domain_scores_codex":[0.9997554,0.00004154231,0.00002333517,0.00007396351,0.0000829027,0.0000227705],"domain_scores_gemma":[0.9995334,0.000116059,0.0001404947,0.00003895928,0.0001209552,0.00005016755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00278644,0.0001376517,0.1739334,0.0003747204,0.0001039283,0.000302895,0.0002921164,0.00116702,0.7708724,0.0000697547,0.0005504368,0.04940924],"study_design_scores_gemma":[0.00005265372,0.002792108,0.5010316,0.00005701092,0.000176626,0.003211486,0.0003277359,0.007406274,0.480267,0.0001940569,0.004448294,0.0000352886],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875631,0.004081072,0.005683979,0.0001310441,0.00002008098,0.0000830261,0.001284123,0.0001630043,0.0009903825],"genre_scores_gemma":[0.9916366,0.0007539585,0.004647351,0.0001005478,0.00001191314,0.00008700175,0.00115749,0.00003344895,0.001571593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00152919,"threshold_uncertainty_score":0.005115628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0753115833577441,"score_gpt":0.4564138145028001,"score_spread":0.3811022311450559,"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."}}