{"id":"W4416500443","doi":"10.1302/1358-992x.2025.14.016","title":"LIMB-SALVAGE SURGERY AFTER UNPLANNED SURGERY FOR EXTREMITY BONE SARCOMAS: 30-YEAR EXPERIENCE AT A TERTIARY REFERRAL CENTRE","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":"Mount Sinai Hospital","funders":"","keywords":"Amputation; Bone Sarcoma; Sarcoma; Femur; Retrospective cohort study; Tibia; Demographics; Referral","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":[0.000517133,0.0004651819,0.0009016974,0.0004394807,0.0002312895,0.00006990236,0.0001164653,0.0002436871,0.0004886983],"category_scores_gemma":[0.0007623589,0.000393625,0.0007363262,0.0005024085,0.0001618646,0.0002482688,0.0001830514,0.0002164059,0.00006418244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003601496,"about_ca_system_score_gemma":0.0002132897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003098834,"about_ca_topic_score_gemma":0.00001496618,"domain_scores_codex":[0.996994,0.00002036081,0.0007400342,0.0008763859,0.0004893822,0.0008798606],"domain_scores_gemma":[0.998156,0.0006760089,0.0002078125,0.0003367527,0.0002591756,0.0003642481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001306984,0.0006104584,0.9027025,0.0005024156,0.0001367097,0.0002894753,0.0004502498,1.899248e-8,0.0005166591,0.00009072466,0.08477081,0.008622959],"study_design_scores_gemma":[0.002256093,0.00008326107,0.9154258,0.001674215,0.0004277268,0.0001588935,0.0007512654,0.00004598704,0.005480301,0.0001275561,0.0730373,0.000531581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864462,0.005451227,0.00001694587,0.004782398,0.0004777254,0.001007885,0.00005003167,0.000280663,0.001486925],"genre_scores_gemma":[0.9924714,0.0005599469,0.0003506722,0.00265156,0.0003062785,0.0009663213,0.0001135923,0.00006331842,0.002516896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0127233,"threshold_uncertainty_score":0.9998516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.021392056785751,"score_gpt":0.2677032108034097,"score_spread":0.2463111540176587,"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."}}