{"id":"W4407364334","doi":"10.1186/s12885-025-13565-7","title":"Prognostic role of geriatric nutritional risk index (GNRI) and controlling nutritional status (CONUT) on outcomes in patients with head and neck cancer: a systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"BMC Cancer","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Surgical oncology; Head and neck cancer; Head and neck; Oncology; Cancer; Internal medicine; Gerontology; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004028553,0.00045576,0.007623207,0.0008573878,0.00008403206,0.00002840352,0.00006124625,0.0001639017,0.0001129581],"category_scores_gemma":[0.0002520425,0.000300942,0.0005273417,0.0009088818,0.00007816725,0.00005799097,0.00003485657,0.0004005234,4.756888e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002540859,"about_ca_system_score_gemma":0.0006733679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005431189,"about_ca_topic_score_gemma":0.0006753578,"domain_scores_codex":[0.9968736,0.0003611963,0.001386096,0.0005758856,0.0004882328,0.0003150238],"domain_scores_gemma":[0.9972901,0.0009722844,0.0009890081,0.0002505358,0.0002913511,0.0002067144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0001108464,0.0002289326,0.2618147,0.7236823,0.01338575,0.000001555613,0.00001062576,0.000001965005,3.133507e-9,0.00004058865,0.00002116172,0.000701503],"study_design_scores_gemma":[0.006157075,0.0002250401,0.08314107,0.2992686,0.6077071,0.000004976278,0.00001409779,0.00003745125,2.589348e-8,0.000063001,0.003022586,0.0003589917],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001062352,0.9887558,0.00001045999,0.0001695457,0.00002445015,0.007105023,0.002840166,0.00001454883,0.00001765388],"genre_scores_gemma":[0.00157011,0.9928482,0.0003435733,0.0005142732,0.00003276861,0.004379707,0.0002103823,0.00002666516,0.00007427282],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5943214,"threshold_uncertainty_score":0.9999443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05098776520415382,"score_gpt":0.3763809097698462,"score_spread":0.3253931445656923,"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."}}