{"id":"W2899504353","doi":"10.1016/j.ejca.2018.09.028","title":"Impact of perioperative chemotherapy and radiotherapy in patients with primary extremity soft tissue sarcoma: retrospective analysis across major histological subtypes and major reference centres","year":2018,"lang":"en","type":"article","venue":"European Journal of Cancer","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Perioperative; Soft tissue sarcoma; Interquartile range; Radiation therapy; Chemotherapy; Internal medicine; Propensity score matching; Sarcoma; Myxofibrosarcoma; Soft tissue; Retrospective cohort study; Surgery; Oncology; 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":[0.0002173247,0.0001660934,0.000587843,0.0001121125,0.00005323664,0.00002143597,0.00006278856,0.00002642871,0.0002556747],"category_scores_gemma":[0.00002666151,0.00009479206,0.00007690519,0.0002283931,0.0002956564,0.00009040393,0.00001919205,0.0001489234,4.268561e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003267837,"about_ca_system_score_gemma":0.00006241295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001402245,"about_ca_topic_score_gemma":0.0001405231,"domain_scores_codex":[0.9989249,0.0001520002,0.0003106891,0.000206751,0.0002340198,0.0001717156],"domain_scores_gemma":[0.9990645,0.00003851488,0.0003109291,0.0001266428,0.0003404881,0.0001189238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00275378,0.0004385306,0.9552996,0.00000929275,0.001214467,0.00008932877,0.001820827,0.000001879596,0.0005486772,0.000003005992,0.00005577919,0.0377648],"study_design_scores_gemma":[0.00750766,0.003123427,0.988164,0.00009873409,0.0003082953,0.0000217017,0.00005781421,0.000005467945,0.000357214,0.000001716287,0.0002602517,0.00009371246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892045,0.01005974,0.00004203522,0.0002081735,0.00002033116,0.0001619611,0.00003325227,0.00000382661,0.0002661722],"genre_scores_gemma":[0.9977572,0.001161922,0.0008157631,0.0001080047,0.00007782372,0.000001539462,0.000003348893,0.00001731969,0.00005705305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03767108,"threshold_uncertainty_score":0.3865508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167124596528757,"score_gpt":0.3000617552582702,"score_spread":0.2883905092929826,"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."}}