{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006453617,0.0004740262,0.0003828276,0.0008087819,0.000964,0.0007140515,0.0006244438,0.0005110438,0.001761207],"category_scores_gemma":[0.002115387,0.0004782437,0.0003596663,0.001199129,0.0005522354,0.0006148082,0.0009226416,0.0004945978,0.0004892973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001146635,"about_ca_system_score_gemma":0.001170169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006441599,"about_ca_topic_score_gemma":0.01739015,"domain_scores_codex":[0.9993563,0.0001637114,0.00008120316,0.0000976111,0.0001218253,0.0001792144],"domain_scores_gemma":[0.9976556,0.0003786743,0.0009056185,0.0001113602,0.0001611743,0.0007875139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006842621,0.0002247556,0.9838213,0.00003059005,0.00002652235,0.008205799,0.001010745,0.0001769786,0.0007471405,0.0000276454,0.0002656079,0.005394534],"study_design_scores_gemma":[0.00002441071,0.001333741,0.9613811,0.00005233047,0.0000314649,0.03180955,0.003412412,0.000686291,0.0004306078,0.00007333783,0.0007320873,0.00003266653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993564,0.0002013293,0.00008969635,0.00005112772,0.000003599743,0.00001174606,0.000044571,0.000004907397,0.0002366041],"genre_scores_gemma":[0.9993322,0.0002661946,0.0001189663,0.00007167867,0.00001367963,0.000006972215,0.00008445989,0.00000297448,0.0001027122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006441599,"threshold_uncertainty_score":0.0128082,"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."}}