{"id":"W4407158570","doi":"10.1016/j.ejso.2025.109676","title":"Ultrasound for skeletal muscle assessment in surgical oncology: A scoping review","year":2025,"lang":"en","type":"review","venue":"European Journal of Surgical Oncology","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Ultrasound; Skeletal muscle; Medical physics; Oncology; Internal medicine; Radiology","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00920392,0.0004537275,0.006016887,0.0006595523,0.00009853654,0.00002078179,0.0003718206,0.0003180172,0.0005347217],"category_scores_gemma":[0.000403961,0.0003374532,0.001541459,0.0005898301,0.0001726842,0.00007037602,0.0001149239,0.00266434,0.00003853898],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001390289,"about_ca_system_score_gemma":0.006335065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.479426e-7,"about_ca_topic_score_gemma":0.00000330029,"domain_scores_codex":[0.9904003,0.004178016,0.003954103,0.0004551985,0.000394796,0.0006175459],"domain_scores_gemma":[0.9912397,0.005635053,0.00194629,0.0002829552,0.0003601141,0.0005358655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008856452,0.0006502158,0.000003008912,0.1611434,0.0000970147,0.01634153,0.00001110401,1.687344e-7,1.302468e-7,0.0001601787,0.004930391,0.8165743],"study_design_scores_gemma":[0.003301459,0.001584159,0.000007695186,0.3666646,0.0007044938,0.01179854,0.00000885655,3.66996e-7,2.366182e-8,0.000008190315,0.6157706,0.0001510403],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000180975,0.9173788,0.00007305112,0.004279815,0.001053827,0.002307225,0.00001743441,0.00002147047,0.07486652],"genre_scores_gemma":[0.000005024611,0.9924084,0.004130951,0.001350905,0.001489281,0.00006334241,0.00006784147,0.00006287186,0.000421414],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8164233,"threshold_uncertainty_score":0.9999077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1312751937905803,"score_gpt":0.5016150964162898,"score_spread":0.3703399026257095,"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."}}