{"id":"W4283659698","doi":"10.1245/s10434-022-12046-6","title":"ASO Author Reflections: Management of Locally Recurrent Retroperitoneal Sarcoma: The Balance is Tipped Towards Biology","year":2022,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; Mount Sinai Hospital","funders":"","keywords":"Surgical oncology; Medicine; Balance (ability); Sarcoma; General surgery; Pathology; Oncology; Physical therapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004497338,0.0005703562,0.001176703,0.0008589141,0.002262391,0.005064143,0.001670215,0.01873173,0.006995774],"category_scores_gemma":[0.02379961,0.0005379844,0.0009178722,0.0007903072,0.002731032,0.005206892,0.001944084,0.03320269,0.005361686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002672081,"about_ca_system_score_gemma":0.005273216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002654438,"about_ca_topic_score_gemma":0.0084086,"domain_scores_codex":[0.9967538,0.0007188846,0.0004715621,0.0004337337,0.001226613,0.0003954241],"domain_scores_gemma":[0.9770111,0.00830931,0.001107023,0.0005688386,0.009016523,0.003987121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003414104,0.00002835947,0.0005082769,0.00008572856,0.000008230621,0.0003830086,0.00008528024,0.00006474946,0.0001103677,0.001122719,0.9828792,0.0146898],"study_design_scores_gemma":[0.00004774483,0.00005337421,0.0006875331,0.00043546,0.00002629433,0.001541915,0.0004747871,0.0001681054,0.0001870593,0.003550454,0.9927637,0.00006368196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003004839,0.004158285,0.0001854576,0.8524387,0.1395332,0.000006938962,0.00002591305,0.00002380059,0.003327265],"genre_scores_gemma":[0.005228698,0.008385941,0.0007046477,0.6897046,0.2857457,0.00001937489,0.000030038,0.00004278537,0.01013829],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01873173,"threshold_uncertainty_score":0.02378446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1294802854840792,"score_gpt":0.4351467846245993,"score_spread":0.3056664991405201,"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."}}