{"id":"W4387327160","doi":"10.1080/14737140.2023.2266137","title":"Deciding individual treatment for primary retroperitoneal sarcoma","year":2023,"lang":"en","type":"review","venue":"Expert Review of Anticancer Therapy","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Sarcoma; Oncology; Internal medicine; Radiology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003748823,0.0007430059,0.005248366,0.0001970446,0.00008715692,0.00002149236,0.0002795001,0.0002148438,0.0001812898],"category_scores_gemma":[0.00005303315,0.0004380556,0.002261413,0.0004625006,0.0001023501,0.00004438535,0.00005202246,0.0001443259,0.00004653128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005856748,"about_ca_system_score_gemma":0.0007533268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000057145,"about_ca_topic_score_gemma":0.00000204156,"domain_scores_codex":[0.9968612,0.0001526558,0.001297368,0.0006896158,0.0005400463,0.0004591292],"domain_scores_gemma":[0.9976411,0.00060294,0.0005780715,0.0008747973,0.0001313611,0.0001716865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005200938,0.0006587182,0.00003863628,0.06681351,0.0022665,0.00004866144,0.00007083898,2.35248e-9,0.000001969885,0.00004661492,0.00575339,0.9242492],"study_design_scores_gemma":[0.001373624,0.001025493,0.00006217138,0.2046241,0.001595589,0.00006116568,0.000008883232,1.47614e-7,0.00004328484,0.000005057101,0.7909195,0.0002810454],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001744887,0.9924995,0.000007203899,0.0004553906,0.000407895,0.006091682,0.0002333892,0.00008582338,0.0002016092],"genre_scores_gemma":[0.000001424003,0.9899062,0.00218245,0.001468576,0.0008876965,0.004316975,0.0008662951,0.000196751,0.0001736102],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9239681,"threshold_uncertainty_score":0.9998071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1771596978871834,"score_gpt":0.45588244318054,"score_spread":0.2787227452933566,"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."}}