{"id":"W4413110384","doi":"10.1002/hed.70015","title":"Fuel for Recovery: Predicting G‐Tube Dependence in <scp>HPV</scp> ‐Negative Operable <scp>HNSCC</scp>","year":2025,"lang":"en","type":"article","venue":"Head & Neck","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Jewish General Hospital; McGill University","funders":"","keywords":"Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008281118,0.0002887651,0.0006486541,0.0004170864,0.0002814169,0.00006913605,0.0002012456,0.0002540222,0.00004096204],"category_scores_gemma":[0.003940795,0.0002930145,0.0001474444,0.0007555101,0.00007264153,0.000280611,0.00009254449,0.000711181,0.00008248501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003656722,"about_ca_system_score_gemma":0.0005493117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003717713,"about_ca_topic_score_gemma":0.0006524383,"domain_scores_codex":[0.9972907,0.0001064224,0.0007254701,0.000644392,0.0003451797,0.0008878401],"domain_scores_gemma":[0.9969219,0.001948866,0.000149668,0.0004147025,0.0002725992,0.000292289],"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":[0.0005893155,0.002767181,0.5187687,0.0189657,0.0004358755,0.0004192128,0.014299,0.0002990173,0.01218166,0.01243143,0.3852206,0.03362231],"study_design_scores_gemma":[0.02046269,0.001579546,0.19285,0.008747794,0.0002167568,0.0001341402,0.01111784,0.01213987,0.01470216,0.01593384,0.721909,0.0002063733],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8858638,0.004457289,0.001196554,0.006832259,0.001496483,0.00315017,0.0001000125,0.0003655961,0.09653784],"genre_scores_gemma":[0.928126,0.001832739,0.01998962,0.01579215,0.000758666,0.000799874,0.0001139489,0.00009642348,0.03249055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3366884,"threshold_uncertainty_score":0.9999522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03626009929511097,"score_gpt":0.3435276316167088,"score_spread":0.3072675323215978,"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."}}