{"id":"W4292061907","doi":"10.1245/s10434-022-12374-7","title":"ASO Visual Abstract: Neoadjuvant Chemotherapy and Endoprosthetic Reconstruction for Lower-Extremity Sarcomas—Does Timing Impact Complication Rates?","year":2022,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; McMaster University Medical Centre","funders":"Canadian Cancer Society Research Institute; Canadian Institutes of Health Research; Canadian Orthopaedic Foundation; Stryker","keywords":"Surgical oncology; Medicine; Chemotherapy; Complication; Neoadjuvant therapy; Radiology; Oncology; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00196998,0.0003481129,0.0006500398,0.0005405959,0.000217648,0.001609258,0.000561843,0.001107603,0.02359911],"category_scores_gemma":[0.01109064,0.0001620599,0.0009660127,0.0005752945,0.0002102071,0.000425085,0.0002743419,0.0009160496,0.003070657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007745808,"about_ca_system_score_gemma":0.00121513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001186047,"about_ca_topic_score_gemma":0.003414492,"domain_scores_codex":[0.9992035,0.0002683705,0.0001084377,0.00007870064,0.0002735876,0.0000674171],"domain_scores_gemma":[0.9920879,0.004150689,0.00164227,0.0001590886,0.001217972,0.0007421276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.06478611,0.00135173,0.08033939,0.005179242,0.00132534,0.000447109,0.00007430279,0.0008101658,0.004025927,0.000778964,0.3002885,0.5405933],"study_design_scores_gemma":[0.02461261,0.02850058,0.6296988,0.01040576,0.00948974,0.003947134,0.0006325374,0.004316462,0.01006765,0.005160316,0.2728491,0.0003194353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4762031,0.1657106,0.003660503,0.1434487,0.06249722,0.001212331,0.0229466,0.0006010087,0.12372],"genre_scores_gemma":[0.8129587,0.05135665,0.002853941,0.03759214,0.04114863,0.0004773113,0.009848054,0.0003583912,0.04340613],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02359911,"threshold_uncertainty_score":0.07894689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07412607014210246,"score_gpt":0.4120450157582151,"score_spread":0.3379189456161127,"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."}}