{"id":"W4411162532","doi":"10.1002/hed.28210","title":"Sarcopenia Trajectories Predict Survival in Operable Head and Neck Cancer","year":2025,"lang":"en","type":"article","venue":"Head & Neck","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut Universitaire de Gériatrie de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Université de Montréal; McGill University; Jewish General Hospital","funders":"Réseau de cancérologie Rossy","keywords":"Sarcopenia; Head and neck cancer; Head and neck; Oncology; Medicine; Cancer; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002004044,0.0001263869,0.000371228,0.0001436389,0.0001093977,0.00002456687,0.00005293225,0.00008424444,0.0002931941],"category_scores_gemma":[0.0000498567,0.0001169506,0.00002979576,0.0003368503,0.00005629223,0.00008501694,0.00003273389,0.0002937677,0.00001380467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001325631,"about_ca_system_score_gemma":0.0003185732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00299244,"about_ca_topic_score_gemma":0.004480224,"domain_scores_codex":[0.9989103,0.00004712126,0.0002937577,0.0002645738,0.0001525477,0.0003316713],"domain_scores_gemma":[0.9995388,0.00005535369,0.00002498296,0.0001768258,0.00005930414,0.000144709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000464145,0.0001706508,0.9780002,0.001142273,0.00002019258,0.00004298087,0.0005231598,0.000004084078,0.0008894733,0.001035207,0.01075626,0.006951342],"study_design_scores_gemma":[0.00503599,0.0001621518,0.8201934,0.002135023,0.00002291106,0.00001259525,0.0002024603,0.000353389,0.0005044193,0.0002162732,0.1710454,0.0001160867],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694853,0.00581424,0.00001278787,0.01101462,0.0006077238,0.0004815538,0.00001640432,0.00007317583,0.01249422],"genre_scores_gemma":[0.9859518,0.00187965,0.000849401,0.00439521,0.0002319425,0.0000969184,0.00001622648,0.00001877831,0.006560006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1602891,"threshold_uncertainty_score":0.4769106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04103154537695319,"score_gpt":0.3736631637201658,"score_spread":0.3326316183432126,"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."}}