{"id":"W4415439031","doi":"10.1302/1358-992x.2025.10.106","title":"FAVOURABLE ONCOLOGIC AND FUNCTIONAL OUTCOMES FOLLOWING TREATMENT FOR SOFT-TISSUE SARCOMAS OF THE HAND","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sarcoma; Soft tissue sarcoma; Radiation therapy; Perioperative; Soft tissue; Retrospective cohort study; Functional impairment; Referral","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":[],"consensus_categories":[],"category_scores_codex":[0.0001544877,0.0001868596,0.0004322713,0.00009632375,0.0002572562,0.00002958082,0.0000517714,0.0000855176,0.00001947017],"category_scores_gemma":[0.0002211775,0.0001046619,0.0002859177,0.0002054624,0.0001043598,0.00006317248,0.00005084307,0.0000633927,0.000001496807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000152007,"about_ca_system_score_gemma":0.0001495103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004344473,"about_ca_topic_score_gemma":0.00001428077,"domain_scores_codex":[0.9990361,0.000005259759,0.0002593553,0.0002812265,0.0001956518,0.0002224311],"domain_scores_gemma":[0.999446,0.0001679619,0.00009952105,0.0001101348,0.0001069773,0.00006935513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009794816,0.0004359368,0.956104,0.0001130804,0.0003691553,0.000004819897,0.0001407442,3.496273e-7,0.001739311,0.001952124,0.001570615,0.03747193],"study_design_scores_gemma":[0.007498999,0.0006456877,0.9364628,0.0002813426,0.001093085,0.00002441883,0.0003611333,0.00004451588,0.01123075,0.001341245,0.04089629,0.0001197699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859616,0.003226074,0.00009247485,0.006561823,0.0003126792,0.001197583,0.00001059504,0.00003775261,0.002599457],"genre_scores_gemma":[0.9939106,0.00007272007,0.0006689075,0.0005538268,0.00004299561,0.0004005803,0.000007527038,0.00001281293,0.004330071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03932567,"threshold_uncertainty_score":0.4267988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02697237986154529,"score_gpt":0.2973757164834534,"score_spread":0.2704033366219081,"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."}}