{"id":"W4386748183","doi":"10.60123/j.wjs.2023.20.03","title":"Distal Tibia Endoprosthesis Reconstruction after Resection of Aggressive Bone Tumors: Is it a Reliable Treatment Option?","year":2023,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Amputation; Surgery; Osteosarcoma; Tibia; Cosmesis; Prosthesis; Sarcoma; Retrospective cohort study; Bone Sarcoma; Chondrosarcoma; Soft tissue","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":[0.000358022,0.0001549927,0.0005956947,0.0008359679,0.00005977009,0.00001842587,0.0000256441,0.0000441862,0.0004919091],"category_scores_gemma":[0.0001301212,0.0001134727,0.0004720871,0.0006374727,0.00006035779,0.0001560352,0.00001323168,0.0001114563,0.00004341575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002863423,"about_ca_system_score_gemma":0.0001471741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008502399,"about_ca_topic_score_gemma":0.00003818456,"domain_scores_codex":[0.9984874,0.00004935193,0.0007323155,0.0001622316,0.0003580355,0.0002106515],"domain_scores_gemma":[0.9981128,0.0003299722,0.001008025,0.000188213,0.0002293955,0.0001315842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002368745,0.000818953,0.9105642,0.00009492933,0.0005681714,0.003914861,0.0004743122,0.00001334236,0.001414886,0.00001124262,0.02035453,0.05940187],"study_design_scores_gemma":[0.002926076,0.001029666,0.9174574,0.005476044,0.0007906082,0.005662315,0.001043341,0.00004552077,0.05666928,0.0003152632,0.0083419,0.0002425821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935376,0.002666193,0.000002367575,0.002869337,0.0004311454,0.0001641462,0.00002316703,0.00001557571,0.0002904698],"genre_scores_gemma":[0.9937876,0.003631642,0.0002245361,0.00008919645,0.000296473,0.00003903728,0.00001190042,0.00002151381,0.001898082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05915928,"threshold_uncertainty_score":0.538606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0436853610354796,"score_gpt":0.2916838331624054,"score_spread":0.2479984721269258,"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."}}