{"id":"W4416500359","doi":"10.1302/1358-992x.2025.14.018","title":"ONCOLOGICAL AND FUNCTIONAL OUTCOME USING EXTRACORPOREAL IRRADIATION IN LIMB-PRESERVING SURGERY IN THE MANAGEMENT OF BONE AND SOFT-TISSUE SARCOMA","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":"McGill University Health Centre","funders":"","keywords":"Extracorporeal; Osteosarcoma; Sarcoma; Myxofibrosarcoma; Soft tissue; Tibia; Bone Sarcoma; Femur","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":[],"consensus_categories":[],"category_scores_codex":[0.0007975459,0.0001290857,0.0003507616,0.0003309067,0.00005234135,0.00002356292,0.00003309887,0.00008074467,0.00001480724],"category_scores_gemma":[0.0001018668,0.00009205133,0.00005169566,0.0004306438,0.00007332317,0.0001081924,0.0000857351,0.0001466427,3.593267e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009350562,"about_ca_system_score_gemma":0.00003447161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001151977,"about_ca_topic_score_gemma":0.00002958265,"domain_scores_codex":[0.9988346,0.00001628949,0.0004570893,0.0002598673,0.0002427673,0.0001893923],"domain_scores_gemma":[0.9994792,0.0002453558,0.0001155623,0.00007302756,0.00004113136,0.0000457666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00014875,0.0003702441,0.9673996,0.0004493894,0.00003594292,0.0001520747,0.0001372169,0.000001173704,0.000199558,0.001693724,0.000132093,0.02928025],"study_design_scores_gemma":[0.001321703,0.00008154453,0.995684,0.0004478093,0.0001161782,0.00009549907,0.0005822754,0.0004789915,0.00003051136,0.0007306034,0.0003633617,0.00006752084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938556,0.002182471,0.0000239477,0.00207682,0.0000552748,0.0004634814,0.000001655445,0.00001411054,0.001326631],"genre_scores_gemma":[0.9983009,0.0004628933,0.0007678299,0.0002985345,0.00003266269,0.00007750167,0.000007612984,0.000006815711,0.00004521877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02921273,"threshold_uncertainty_score":0.3753744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05324448363805536,"score_gpt":0.3121077826044917,"score_spread":0.2588632989664363,"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."}}