{"id":"W4410810832","doi":"10.1200/jco.2025.43.16_suppl.11066","title":"Identifying multi-level social determinants for disparities in survival and patient-reported outcomes in national head and neck cancer trials.","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Head and neck cancer; Cancer; Head and neck; Oncology; Internal medicine; Family medicine; Gerontology; Surgery","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":[0.02779628,0.000285133,0.0009260494,0.0007137467,0.0005486782,0.001122367,0.0005172103,0.0006244007,0.001841772],"category_scores_gemma":[0.03448295,0.0001887368,0.002173085,0.002303746,0.000552952,0.0007890125,0.001132792,0.001003553,0.0001155565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007801188,"about_ca_system_score_gemma":0.002117208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00286746,"about_ca_topic_score_gemma":0.007138073,"domain_scores_codex":[0.9724176,0.02223626,0.002183888,0.001201567,0.001058932,0.0009017696],"domain_scores_gemma":[0.9610677,0.02058579,0.01454597,0.001537915,0.0009899845,0.001272729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004900326,0.0002059794,0.9771756,0.0006349788,0.004462698,0.00003974662,0.0001366626,0.0005426045,0.000108611,0.0002680234,0.0008197824,0.01070501],"study_design_scores_gemma":[0.001404649,0.001839512,0.9860598,0.0003620013,0.004226747,0.0001282833,0.0003134605,0.001699295,0.0002081757,0.001090456,0.002644428,0.00002314859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827803,0.01067998,0.0008689144,0.001166245,0.00009769788,0.0004632043,0.002081144,0.000009497326,0.001853055],"genre_scores_gemma":[0.9976006,0.0004637536,0.0004243141,0.0002628518,0.00006603906,0.0004200447,0.0006539251,0.000003302082,0.0001051605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02779628,"threshold_uncertainty_score":0.1470026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8532642527287402,"score_gpt":0.7325159824883356,"score_spread":0.1207482702404046,"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."}}