{"id":"W4400408056","doi":"10.1200/jco.2024.42.16_suppl.tps6122","title":"Molecular residual disease (MRD) interception in locoregionally advanced head and neck squamous cell carcinoma (LA-HNSCC): MERIDIAN study.","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Head and neck squamous-cell carcinoma; Oncology; Basal cell; Internal medicine; Head and neck; Minimal residual disease; Head and neck cancer; Cancer research; Radiation therapy; Surgery; Leukemia","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":[0.001034842,0.0007363313,0.0006871442,0.0003112265,0.0003405042,0.0003961459,0.0005004503,0.0005568725,0.003153495],"category_scores_gemma":[0.0003714297,0.0003283604,0.000870064,0.0003874539,0.0003639407,0.0003486754,0.0004500212,0.000445179,0.0007625998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005802581,"about_ca_system_score_gemma":0.0006566097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003996915,"about_ca_topic_score_gemma":0.005868426,"domain_scores_codex":[0.9997522,0.00008149659,0.0000148144,0.00007193915,0.00004115223,0.00003843687],"domain_scores_gemma":[0.9997277,0.00002756489,0.00004836303,0.00003710648,0.00003633963,0.0001228781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1627363,0.0163639,0.6853826,0.001327025,0.002003496,0.001057381,0.0008328116,0.00103687,0.03882945,0.0002175951,0.003933749,0.08627884],"study_design_scores_gemma":[0.03465384,0.1146934,0.8346301,0.00007517378,0.001755048,0.0009676638,0.0004456943,0.001254693,0.002330283,0.0001675819,0.008986725,0.00003989609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973258,0.0005705405,0.0001155154,0.00006998049,0.00001347583,0.0003521462,0.0008339522,0.000008479587,0.0007101158],"genre_scores_gemma":[0.9951643,0.000531499,0.0003267919,0.0002443127,0.00005092388,0.0003466725,0.001884116,0.000006256648,0.001445084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003996915,"threshold_uncertainty_score":0.01054955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04711227416459132,"score_gpt":0.4684984377249661,"score_spread":0.4213861635603747,"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."}}