{"id":"W2737868430","doi":"10.1097/mlr.0000000000000777","title":"Validity of Administrative Data in Identifying Cancer-related Events in Adolescents and Young Adults","year":2017,"lang":"en","type":"article","venue":"Medical Care","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; Institute for Clinical Evaluative Sciences; Canadian Partnership Against Cancer; Hospital for Sick Children; Pediatric Oncology Group; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Cancer; Population; Record linkage; Cohort; Diagnosis code; Young adult; Gerontology; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008879542,0.0001445957,0.0004802924,0.00008270633,0.00006565778,0.00001075148,0.0005283814,0.0001929443,0.00005833719],"category_scores_gemma":[0.002424138,0.0001379221,0.00003669522,0.000092432,0.0001611163,0.0001483118,0.0004488854,0.0004960075,0.000002248886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001303931,"about_ca_system_score_gemma":0.0004820216,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01434312,"about_ca_topic_score_gemma":0.09793408,"domain_scores_codex":[0.9976433,0.0001707594,0.0005564958,0.0004506475,0.0009395997,0.0002391968],"domain_scores_gemma":[0.9984771,0.00005238447,0.0002462381,0.000881229,0.00008306894,0.0002599751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001636013,0.000165452,0.9824206,0.001347639,0.00002016798,0.0001188934,0.01035271,4.734996e-8,0.000007715729,0.000003795602,0.00003924373,0.005360182],"study_design_scores_gemma":[0.004827227,0.00009972084,0.9817729,0.009551331,0.00003901394,0.00001354683,0.003249034,0.0001341305,0.0001237553,0.0000318291,0.00004122691,0.0001162951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959751,0.001197532,0.000004961303,0.001523105,0.0005393013,0.0004010158,0.00009873575,0.00001786618,0.0002423963],"genre_scores_gemma":[0.9992633,0.0003161991,0.00003962427,0.0001434823,0.0001045734,0.00001256078,0.00008975435,0.00001417657,0.000016312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08359096,"threshold_uncertainty_score":0.9922205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1278398795768387,"score_gpt":0.4316957765721092,"score_spread":0.3038558969952705,"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."}}