{"id":"W4386887349","doi":"10.1001/jamasurg.2023.4405","title":"Circulating DNA in Esophageal Cancer—Utility Beyond the Prognostic Application","year":2023,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal General Hospital","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Neurology; General surgery; Psychiatry","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":[0.001129498,0.0002659438,0.0003504573,0.0009296755,0.0002299268,0.001044647,0.0003117958,0.001386749,0.004476533],"category_scores_gemma":[0.01141375,0.0001195222,0.0002061964,0.0008742136,0.0003992047,0.000945765,0.0002151813,0.001165014,0.002399312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005198211,"about_ca_system_score_gemma":0.000285325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009881232,"about_ca_topic_score_gemma":0.001143051,"domain_scores_codex":[0.9994583,0.0002218939,0.00008106311,0.00005086917,0.0001379364,0.00005002833],"domain_scores_gemma":[0.9964305,0.00244579,0.0002001001,0.0001754123,0.0005377951,0.0002104203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00126679,0.0001097388,0.6018575,0.0002360827,0.00006034695,0.01271719,0.0003863883,0.001206227,0.003940548,0.002822506,0.08890977,0.286487],"study_design_scores_gemma":[0.000443226,0.001900357,0.4930213,0.001877934,0.0004529745,0.1396004,0.002655373,0.03690644,0.01894524,0.03754839,0.2664611,0.0001873142],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5094277,0.03675921,0.01548631,0.2790801,0.009466845,0.0002395009,0.004614084,0.001718483,0.1432078],"genre_scores_gemma":[0.9550117,0.005897934,0.005329633,0.01709833,0.004950799,0.0000614274,0.0004727133,0.00007870934,0.01109867],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004476533,"threshold_uncertainty_score":0.01497555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01773214638578952,"score_gpt":0.2530914386451018,"score_spread":0.2353592922593122,"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."}}