{"id":"W4387133870","doi":"10.1177/17588359231198943","title":"Clinico-demographic characteristics and outcomes of radiation-induced sarcomas (RIS): a CanSaRCC study","year":2023,"lang":"en","type":"article","venue":"Therapeutic Advances in Medical Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Sarcoma; Proportional hazards model; Radiation therapy; Internal medicine; Soft tissue sarcoma; Osteosarcoma; Angiosarcoma; Oncology; Bone Sarcoma; Chemotherapy; Retrospective cohort study; Multivariate analysis; Database; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000718712,0.0004374993,0.0004054476,0.002042005,0.001165159,0.0006164297,0.0007100482,0.000464852,0.002123946],"category_scores_gemma":[0.001566377,0.0003509336,0.000499959,0.003508403,0.0005865422,0.0003735881,0.0007830014,0.0003945489,0.0003738876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004848593,"about_ca_system_score_gemma":0.00546389,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4538249,"about_ca_topic_score_gemma":0.6005784,"domain_scores_codex":[0.9992266,0.0000615946,0.00006953062,0.0001911251,0.0002338569,0.000217338],"domain_scores_gemma":[0.9983424,0.0001384988,0.0004625683,0.0001274145,0.0004670685,0.0004619079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00010479,0.00002639111,0.9980963,0.00001980078,0.00003256999,0.00009041053,0.0001360849,0.00004291493,0.0001058756,0.00001824056,0.0003870834,0.0009396229],"study_design_scores_gemma":[0.00002017374,0.00009746812,0.9982522,0.00001228109,0.00003782222,0.0002938781,0.0003780803,0.00009969153,0.00003719198,0.00001114858,0.0007527082,0.000007367106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957948,0.0002939183,0.00006764396,0.00004765402,0.000004376359,0.00007469524,0.002730004,0.000005538603,0.0009814334],"genre_scores_gemma":[0.995042,0.0002328338,0.0001019683,0.00005429522,0.00001344606,0.00004997871,0.004283298,0.000004190905,0.0002180326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5461751,"threshold_uncertainty_score":0.9023666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04187304180963815,"score_gpt":0.414027582772807,"score_spread":0.3721545409631689,"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."}}