{"id":"W4281616297","doi":"10.1002/cam4.4909","title":"Derivation and validation of a risk classification tree for patients with synovial sarcoma","year":2022,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Centre for Addiction and Mental Health","funders":"National Center for Advancing Translational Sciences; National Institutes of Health; National Institute of General Medical Sciences; Harvard Catalyst; Alex's Lemonade Stand Foundation for Childhood Cancer","keywords":"Medicine; Epidemiology; Cohort; Stage (stratigraphy); Retrospective cohort study; Internal medicine; Synovial sarcoma; Sarcoma; Oncology; Cohort study; Pathology; Biology","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":[0.0001069513,0.00007532896,0.0001920215,0.00008511746,0.0000895758,0.000001613202,0.00002451213,0.00001667023,0.0001035465],"category_scores_gemma":[0.00009294631,0.00005280181,0.00001885222,0.0001467227,0.00005730352,0.00003031152,0.00001148532,0.00005045622,1.553022e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00012465,"about_ca_system_score_gemma":0.00004636795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001256806,"about_ca_topic_score_gemma":0.0000143222,"domain_scores_codex":[0.9993134,0.00002630499,0.0001763298,0.0001601456,0.000244598,0.00007918391],"domain_scores_gemma":[0.9993868,0.0001306789,0.0001768174,0.0001242822,0.0001358079,0.00004553829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000775071,0.0003530028,0.8904051,0.0000535848,0.00007096679,7.915325e-7,0.0005200186,0.000007269315,0.0004106594,0.0001845657,0.0008678378,0.1063512],"study_design_scores_gemma":[0.009442512,0.001822188,0.9843362,0.00008306446,0.0004194885,0.000002349546,0.000313016,0.0002302052,0.0009680691,0.0001119671,0.002218552,0.00005241065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960389,0.0008235754,0.0003241594,0.001809023,0.0001038264,0.000734538,0.00007373188,0.00001304682,0.00007920627],"genre_scores_gemma":[0.9982849,0.0001337988,0.0003164055,0.0001526598,0.0001080427,0.0005995174,0.000377348,0.00001229314,0.00001505783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1062987,"threshold_uncertainty_score":0.2153195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02877621121141902,"score_gpt":0.2938323970583791,"score_spread":0.2650561858469601,"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."}}