{"id":"W1995608421","doi":"10.1007/s11999-010-1481-7","title":"Local Recurrence After Initial Multidisciplinary Management of Soft Tissue Sarcoma: Is there a Way Out?","year":2010,"lang":"en","type":"article","venue":"Clinical Orthopaedics and Related Research","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont; McGill University Health Centre","funders":"Stryker; McGill University","keywords":"Medicine; Amputation; Soft tissue; Soft tissue sarcoma; Sarcoma; Surgery; Leiomyosarcoma; Incidence (geometry); Radiation therapy; Wide local excision; Radiology","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":[0.002235692,0.0002030473,0.0005070027,0.0001639361,0.0001628564,0.00002345108,0.0001667214,0.0005042364,0.0007675291],"category_scores_gemma":[0.0001872113,0.0001373653,0.0002817408,0.000343712,0.001491315,0.00005002216,0.000483819,0.001988548,0.0001931883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000214062,"about_ca_system_score_gemma":0.0001155261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002381822,"about_ca_topic_score_gemma":0.00001984193,"domain_scores_codex":[0.9970236,0.0002328599,0.0008625626,0.0006172853,0.0007759848,0.0004877269],"domain_scores_gemma":[0.9976276,0.0008496373,0.0001052775,0.0006011623,0.0003232496,0.0004930285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009134893,0.003314924,0.4277501,0.0003332068,0.0005833638,0.00532493,0.0004244022,3.628404e-7,0.00003189818,0.0007550112,0.00126368,0.5593047],"study_design_scores_gemma":[0.00666894,0.002448769,0.9679243,0.00110462,0.0003689203,0.0001901503,0.000558871,0.0008038705,0.0004235614,0.002089844,0.01714757,0.0002706209],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825224,0.006588578,0.00004558892,0.004066126,0.0007533327,0.0008219749,0.00002839315,0.00003045421,0.005143202],"genre_scores_gemma":[0.9916906,0.005737268,0.0007542776,0.0000738806,0.0001417831,0.00008802825,0.00002363431,0.00003245661,0.001458053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.559034,"threshold_uncertainty_score":0.8639363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08088251264121009,"score_gpt":0.4509425739932381,"score_spread":0.370060061352028,"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."}}