{"id":"W2051736719","doi":"10.1016/j.ijrobp.2009.06.074","title":"Positive Surgical Margins in Soft Tissue Sarcoma Treated With Preoperative Radiation: Is a Postoperative Boost Necessary?","year":2010,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":133,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Radiation therapy; Surgery; Soft tissue sarcoma; Soft tissue; Demographics; Sarcoma; Radiology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003021625,0.0002983931,0.0006684254,0.0002194031,0.0001009375,0.0000498711,0.0002477762,0.000292696,0.000487289],"category_scores_gemma":[0.000123941,0.0002269483,0.0001636479,0.0002470784,0.0002597301,0.0003772921,0.00004336263,0.0007673346,0.00006183368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006037104,"about_ca_system_score_gemma":0.0006695492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000164267,"about_ca_topic_score_gemma":0.0001142527,"domain_scores_codex":[0.9981475,0.0002320859,0.0006561904,0.0003453813,0.0003431228,0.0002756743],"domain_scores_gemma":[0.9974786,0.000570186,0.0006198763,0.0001706448,0.0009663544,0.0001943551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001481607,0.001852882,0.8759069,0.000003256413,0.0008464013,0.001177936,0.002424261,0.00009504888,0.002572272,0.003078502,0.000907684,0.1096532],"study_design_scores_gemma":[0.02865073,0.006289824,0.891369,0.0001717151,0.0003544542,0.00346444,0.0004603569,0.001609281,0.02792535,0.001353689,0.03787955,0.0004715716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805617,0.0007592587,0.0005153383,0.0152518,0.0006020708,0.000553562,0.0001455602,0.00002625357,0.001584405],"genre_scores_gemma":[0.9944419,0.0004682887,0.001771602,0.00178573,0.001090569,0.00003405899,0.000272763,0.00003342679,0.0001017217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1091817,"threshold_uncertainty_score":0.9254684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01320207725358412,"score_gpt":0.3218480662085478,"score_spread":0.3086459889549637,"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."}}