{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008503837,0.0001606645,0.0005237255,0.0001799074,0.0001130711,0.0002443719,0.0001771283,0.000215836,0.001618903],"category_scores_gemma":[0.002308851,0.0001212212,0.001059148,0.0003590214,0.0001991169,0.0002138557,0.0002346722,0.0003193546,0.0001724839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002144665,"about_ca_system_score_gemma":0.0004202961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000381669,"about_ca_topic_score_gemma":0.0009849224,"domain_scores_codex":[0.9994718,0.0002138476,0.00006548872,0.0001045603,0.0001010937,0.00004319126],"domain_scores_gemma":[0.9990286,0.0002843373,0.0005182676,0.00007584365,0.00003291871,0.0000601262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02965099,0.0007019697,0.8042852,0.001773597,0.002550371,0.000619562,0.0001239943,0.002171902,0.004628509,0.0002338172,0.001248812,0.1520112],"study_design_scores_gemma":[0.002436361,0.01621696,0.9702733,0.000287903,0.001691891,0.002779145,0.0001272533,0.001060792,0.001427733,0.0003606167,0.003317253,0.00002079199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986629,0.01101049,0.0005643604,0.0002067508,0.00006641015,0.0000721059,0.0002827937,0.00001256496,0.001155424],"genre_scores_gemma":[0.9974017,0.001744901,0.0001830324,0.0001534176,0.00006940305,0.00003034725,0.0002589086,0.000001887744,0.0001563882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001618903,"threshold_uncertainty_score":0.005415738,"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."}}