{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01296458,0.00102143,0.001050606,0.002318603,0.0007723627,0.001709551,0.001315596,0.001033383,0.001601253],"category_scores_gemma":[0.02854151,0.0003325811,0.001686709,0.0009952106,0.0004660397,0.0006381552,0.001150609,0.001487456,0.001016483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009546089,"about_ca_system_score_gemma":0.001868301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007538389,"about_ca_topic_score_gemma":0.005726211,"domain_scores_codex":[0.9964418,0.001961808,0.0002899884,0.0005780538,0.0004946846,0.0002336843],"domain_scores_gemma":[0.9784085,0.01556575,0.001540177,0.00118516,0.002733778,0.0005666847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004690967,0.0002244536,0.8733075,0.00006032826,0.0003055296,0.0003240682,0.0003416591,0.05559568,0.0006494936,0.000825082,0.002970487,0.06492671],"study_design_scores_gemma":[0.00007443885,0.0002251605,0.08396073,0.0001002796,0.0002155941,0.0005329556,0.0001710394,0.9092494,0.0007717136,0.003434848,0.00123143,0.00003245375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8030311,0.0003802919,0.1898266,0.000958286,0.00008821722,0.0004781944,0.002802943,0.0005676841,0.001866741],"genre_scores_gemma":[0.9492523,0.00008710312,0.0466939,0.00009983184,0.00003549827,0.0001868193,0.003336326,0.00004608601,0.0002622277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01296458,"threshold_uncertainty_score":0.06856406,"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."}}