{"id":"W4404305804","doi":"10.1158/1557-3265.liqbiop24-b001","title":"Abstract B001: 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":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; McGill University Health Centre","funders":"","keywords":"Esophageal adenocarcinoma; Fragmentation (computing); Medicine; Esophageal cancer; Kinetics; Adenocarcinoma; Cancer research; Oncology; Internal medicine; Cancer; Biology","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":[0.001585534,0.0004864467,0.0004415782,0.001589899,0.0002907995,0.0008722001,0.0003737921,0.0009826439,0.009886056],"category_scores_gemma":[0.002945856,0.0003044966,0.0003164592,0.0007703868,0.0002091493,0.0004862002,0.0003455097,0.0007610908,0.003338243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006628661,"about_ca_system_score_gemma":0.00044379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001309058,"about_ca_topic_score_gemma":0.001027913,"domain_scores_codex":[0.9993777,0.0001537287,0.00004199596,0.0001004609,0.0002793934,0.00004675107],"domain_scores_gemma":[0.9985482,0.0005874302,0.0002090835,0.0000907725,0.0004247208,0.0001398252],"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":[0.007565636,0.0003277839,0.02592904,0.0008159619,0.0001109231,0.0003704246,0.0002669056,0.001465438,0.8167861,0.0003050253,0.02057018,0.1254867],"study_design_scores_gemma":[0.0002359406,0.004400075,0.1498448,0.0001586087,0.0002169307,0.002550496,0.0002787928,0.01138044,0.8079984,0.0005162932,0.02230978,0.0001095788],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8507296,0.03587256,0.04885958,0.00424133,0.001722557,0.001442745,0.01785666,0.003718065,0.03555676],"genre_scores_gemma":[0.9056948,0.006582622,0.02896789,0.00163947,0.0003355668,0.0006138171,0.00861564,0.0006373655,0.04691281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009886056,"threshold_uncertainty_score":0.03307217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07626756224814428,"score_gpt":0.4565329583700693,"score_spread":0.380265396121925,"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."}}