{"id":"W2044450703","doi":"10.1016/j.soc.2012.01.002","title":"Improving Outcomes for Retroperitoneal Sarcomas: A Work in Progress","year":2012,"lang":"en","type":"article","venue":"Surgical Oncology Clinics of North America","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Multidisciplinary approach; Malignancy; Intensive care medicine; Sarcoma; 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":[0.0003749207,0.0001941102,0.001074973,0.0001126578,0.00003915744,0.000003828022,0.0001109098,0.0001627055,0.0000456671],"category_scores_gemma":[0.0002840097,0.0001405007,0.0003487554,0.0003342928,0.0003321405,0.00006109897,0.00007851099,0.0002594095,0.00001895183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001499599,"about_ca_system_score_gemma":0.0001722872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004520335,"about_ca_topic_score_gemma":0.0000297547,"domain_scores_codex":[0.9980884,0.0001085089,0.0007730508,0.0002796123,0.0001930983,0.0005573988],"domain_scores_gemma":[0.9973642,0.001638278,0.0003319566,0.0002957766,0.00009907818,0.0002706722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007923987,0.002563935,0.5786968,0.00002501151,0.00007147791,0.00008762642,0.00007102281,8.733737e-7,2.215046e-7,0.00001833634,0.00009963399,0.4175726],"study_design_scores_gemma":[0.003858381,0.001574043,0.7622426,0.0000305805,0.0001314903,0.00002153303,0.00005781517,0.00002971412,0.000006287884,0.000006226941,0.2319251,0.0001162379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922026,0.003492134,0.00001815342,0.002403607,0.0003655365,0.0008819938,0.00002284353,0.00003626829,0.0005769086],"genre_scores_gemma":[0.9849107,0.0004114881,0.01351149,0.0004989895,0.0001947984,0.0003350457,0.0000564537,0.00002606359,0.00005492424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4174564,"threshold_uncertainty_score":0.5729454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03852526566145931,"score_gpt":0.3738821249938725,"score_spread":0.3353568593324132,"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."}}