{"id":"W4386784013","doi":"10.1158/1557-3265.aacrahns23-pr09","title":"Abstract PR09: Detection of minimal residual disease in post-surgical drain fluid can predict locoregional recurrence in HPV-negative head and neck cancer patients","year":2023,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lymph; Head and neck squamous-cell carcinoma; Internal medicine; Head and neck cancer; Oncology; Cancer; Minimal residual disease; Adjuvant therapy; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005478504,0.000287177,0.0003091157,0.0005316249,0.0001820824,0.000697297,0.0003615845,0.0004354263,0.002906675],"category_scores_gemma":[0.001450703,0.0001563096,0.0002510388,0.0003151546,0.0002071799,0.0002914603,0.0003476513,0.0004313905,0.0008046275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000188856,"about_ca_system_score_gemma":0.000128959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005389492,"about_ca_topic_score_gemma":0.0008670778,"domain_scores_codex":[0.9996516,0.00007044105,0.00003180916,0.000120919,0.00008282549,0.0000424499],"domain_scores_gemma":[0.9993267,0.0002058353,0.0001889685,0.00004711696,0.0001191732,0.0001122936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001853057,0.0001482722,0.9335001,0.0001093176,0.00005950057,0.0001733691,0.00007055208,0.0002843165,0.04247529,0.0000352424,0.0008835742,0.0204074],"study_design_scores_gemma":[0.00004565114,0.001411537,0.9631619,0.00002935078,0.00009328912,0.00166183,0.0001683763,0.003414581,0.02826001,0.00009947864,0.001633593,0.00002035814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961643,0.0006651485,0.00109922,0.00008512009,0.00002415465,0.00003058193,0.001149446,0.00007917852,0.0007029397],"genre_scores_gemma":[0.9966956,0.00009924461,0.001549923,0.00006051274,0.0000182041,0.00002235199,0.001012312,0.00001302041,0.0005288114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002906675,"threshold_uncertainty_score":0.009723842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1632957181589623,"score_gpt":0.4948917124594545,"score_spread":0.3315959943004921,"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."}}