{"id":"W4286208049","doi":"10.1245/s10434-022-12258-w","title":"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":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University; St. Joseph's Hospital","funders":"","keywords":"Medicine; Sarcoma; Surgery; Interquartile range; Hazard ratio; Surgical oncology; Proportional hazards model; Chemotherapy; Soft tissue sarcoma; Confidence interval; Osteosarcoma; Internal medicine; Soft tissue","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":[0.003820458,0.0002176349,0.0007775194,0.0004493503,0.0002704781,0.001363486,0.000382997,0.000630059,0.002970298],"category_scores_gemma":[0.01648549,0.0002289564,0.00116945,0.0009908075,0.0003250228,0.001291904,0.000307878,0.0007910806,0.0004229856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005126448,"about_ca_system_score_gemma":0.0009610599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005504114,"about_ca_topic_score_gemma":0.002332608,"domain_scores_codex":[0.9976516,0.001008988,0.0004729755,0.0001872381,0.0004380863,0.0002410255],"domain_scores_gemma":[0.9849358,0.008384813,0.004816887,0.0004863444,0.000634332,0.0007417242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01498027,0.0007908031,0.6898808,0.0007669985,0.001005889,0.0006627094,0.0001781962,0.001083213,0.003052706,0.0007368278,0.001513083,0.2853485],"study_design_scores_gemma":[0.0005401722,0.009945838,0.9626366,0.001099661,0.00262591,0.004198661,0.0007787208,0.001598514,0.002577797,0.001703381,0.01221765,0.00007710556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9177489,0.06726738,0.002479022,0.002884285,0.0009773023,0.00007048605,0.0003375181,0.00002653266,0.008208642],"genre_scores_gemma":[0.9852147,0.0110595,0.001469943,0.0006124508,0.0006235738,0.00003124686,0.0002115277,0.00003724533,0.0007398663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003820458,"threshold_uncertainty_score":0.02020478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07858566976649888,"score_gpt":0.3977300368072909,"score_spread":0.319144367040792,"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."}}