{"id":"W4285387278","doi":"10.1097/sla.0000000000005492","title":"Preoperative Radiotherapy in Patients With Primary Retroperitoneal Sarcoma","year":2022,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":138,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Liposarcoma; Hazard ratio; Cohort; Radiation therapy; Clinical endpoint; Surgery; Sarcoma; Propensity score matching; Soft tissue sarcoma; Myxoid liposarcoma; Confidence interval; Proportional hazards model; Randomized controlled trial; Internal medicine; Soft tissue; 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":[0.0002064151,0.0001074211,0.0004074482,0.0001715107,0.00004902036,0.000004464912,0.00003990768,0.00001959789,0.0002970947],"category_scores_gemma":[0.00001681802,0.00008054636,0.00009499052,0.0002620689,0.00004286267,0.00006324409,0.00002890808,0.0001079013,0.000001548982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006658306,"about_ca_system_score_gemma":0.000114882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008848593,"about_ca_topic_score_gemma":0.00000236121,"domain_scores_codex":[0.9989434,0.00009253461,0.000243732,0.0001809814,0.0003547129,0.0001846076],"domain_scores_gemma":[0.9994296,0.0001531106,0.00008167283,0.0001983211,0.00008059292,0.00005666939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00132655,0.002363101,0.9799107,0.00002460484,0.0001295306,0.0001109544,0.0002211014,0.00001078115,0.00003150076,0.00001439667,0.005227577,0.01062921],"study_design_scores_gemma":[0.001261534,0.0006180402,0.9947575,0.00005795103,0.00001181156,0.000006075323,0.000052614,0.000003716461,0.0008134667,0.000004823987,0.00232938,0.00008310898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953315,0.002297983,5.292333e-7,0.001506275,0.00005634914,0.0003095293,0.00003412403,0.00001258585,0.0004510987],"genre_scores_gemma":[0.9974313,0.0002539777,0.0001138846,0.001891011,0.00002455155,0.0001005021,0.0001014699,0.00001956982,0.00006375963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01484679,"threshold_uncertainty_score":0.3284585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08248481563545522,"score_gpt":0.3015950936808913,"score_spread":0.219110278045436,"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."}}