{"id":"W2906711800","doi":"10.1002/cncr.31927","title":"Radiotherapy for retroperitoneal liposarcoma: A report from the Transatlantic Retroperitoneal Sarcoma Working Group","year":2019,"lang":"en","type":"article","venue":"Cancer","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Radiation therapy; Propensity score matching; Liposarcoma; Sarcoma; Grading (engineering); Proportional hazards model; Chemotherapy; Metastasis; Surgery; Soft tissue sarcoma; Oncology; Internal medicine; Radiology; Cancer; Pathology","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":[0.0001777893,0.000257709,0.0005225317,0.00003749695,0.0001343077,0.00005733804,0.0001776305,0.0001228501,0.0005516197],"category_scores_gemma":[0.00002108217,0.0001577973,0.0003100411,0.0001698227,0.00007894299,0.00005770408,0.00001864493,0.0002165992,0.00002252867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003245231,"about_ca_system_score_gemma":0.0001180478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255361,"about_ca_topic_score_gemma":0.0001414241,"domain_scores_codex":[0.9983164,0.00004941276,0.0003701934,0.0005374296,0.0003195076,0.0004070598],"domain_scores_gemma":[0.9987457,0.0002421879,0.0001180021,0.0007071943,0.00006317691,0.0001237518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009893755,0.0003902522,0.9165162,0.00004528949,0.0006670305,0.0004131061,0.0005319382,0.00000435276,0.01497804,0.0001553563,0.008292407,0.05701665],"study_design_scores_gemma":[0.007097372,0.0005596222,0.6352665,0.0005592115,0.0004391471,0.0003153594,0.0001640716,0.0005436915,0.002589764,0.00007758877,0.3520419,0.0003457621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9547998,0.03068817,0.0001964712,0.01104624,0.001120648,0.001586765,0.00004825578,0.00008622819,0.0004274664],"genre_scores_gemma":[0.9910331,0.001437377,0.002086982,0.001956963,0.002044846,0.0005775943,0.0001262849,0.00007992019,0.0006569758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3437495,"threshold_uncertainty_score":0.6434789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02690912329211614,"score_gpt":0.2931523733666349,"score_spread":0.2662432500745187,"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."}}