{"id":"W2100993338","doi":"10.1155/2011/289673","title":"Incidence and Severity of Lymphoedema following Limb Salvage of Extremity Soft Tissue Sarcoma","year":2011,"lang":"en","type":"article","venue":"Sarcoma","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Mount Sinai Hospital; McGill University Health Centre","funders":"McGill University Health Centre; Stryker; McGill University","keywords":"Medicine; Incidence (geometry); Soft tissue; Complication; Sarcoma; Surgery; Soft tissue sarcoma; Radiation therapy; Cohort; Retrospective cohort study; Prospective cohort study; Internal medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002683968,0.0002184744,0.0006402251,0.0001237318,0.00005716807,0.000005559759,0.0001341519,0.0001189979,0.0001609531],"category_scores_gemma":[0.0001649095,0.0001865662,0.0001918115,0.0002018601,0.0001659981,0.0001150338,0.0001471524,0.00009084055,0.00001214827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000580157,"about_ca_system_score_gemma":0.00008243663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009735972,"about_ca_topic_score_gemma":0.00007788598,"domain_scores_codex":[0.9985276,0.00006875148,0.0004576518,0.0003329256,0.0003365801,0.0002764799],"domain_scores_gemma":[0.9988431,0.0002038213,0.0001877584,0.0005092496,0.00008426792,0.0001717405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000168184,0.0009021704,0.9432781,0.0001592231,0.000161406,0.0002969399,0.0008129824,4.119568e-8,0.007612042,0.000228169,0.000115187,0.04626551],"study_design_scores_gemma":[0.001668214,0.000411071,0.9100216,0.0002631128,0.000255047,0.0001342797,0.000159401,0.00002274549,0.08600142,0.0006545691,0.00026599,0.0001425657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909816,0.005376534,0.00007303596,0.0001136687,0.00009811245,0.0003561787,0.00001700765,0.00004215489,0.002941662],"genre_scores_gemma":[0.9948201,0.0001619652,0.004729909,0.0001311245,0.00003176585,0.00002116455,0.000007663911,0.00002507059,0.0000712945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07838938,"threshold_uncertainty_score":0.7607948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0298302870269567,"score_gpt":0.2796747912296726,"score_spread":0.249844504202716,"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."}}