{"id":"W4322757050","doi":"10.2196/42350","title":"The Health Care Utilization and Medical Costs in Long-Term Follow-Up of Children Diagnosed With Leukemia, Solid Tumor, or Brain Tumor: Population-Based Study Using the National Health Insurance Claims Data","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Taiwan University; Taipei Medical University; Fu Jen Catholic University; Ministry of Education, India; National Taiwan University Hospital; Shin Kong Wu Ho-Su Memorial Hospital","keywords":"Medicine; Population; Cancer; Health care; Family medicine; Pediatrics; Gerontology; Environmental health; Demography; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008083116,0.0002690776,0.0003132674,0.001764018,0.0004392339,0.0006689895,0.0004197075,0.0004823591,0.0006963305],"category_scores_gemma":[0.00223859,0.0003303001,0.0007759325,0.001939644,0.0003392979,0.0007429842,0.000539138,0.0006847066,0.0001329009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000786249,"about_ca_system_score_gemma":0.0004869957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01325158,"about_ca_topic_score_gemma":0.01181453,"domain_scores_codex":[0.9993423,0.0001577063,0.0001261617,0.0001280552,0.0001459789,0.00009985551],"domain_scores_gemma":[0.9980709,0.0002664623,0.001170713,0.00010813,0.0001521307,0.0002316297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002218684,0.00001657735,0.9996518,0.000002800415,0.00002969057,0.00003293993,0.00003244539,0.00001596299,0.00002427842,0.000003981977,0.00002395286,0.0001434005],"study_design_scores_gemma":[0.00000333767,0.00004579693,0.9993837,0.000003617503,0.00002130592,0.0001713028,0.0001529415,0.0001376457,0.0000226838,0.000004290257,0.00005090924,0.000002544525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993693,0.00008695646,0.00002573889,0.00001611353,0.00000164461,0.000005526279,0.0004200978,0.000001221499,0.00007340605],"genre_scores_gemma":[0.9992329,0.0000691567,0.00003774502,0.00001262817,0.000005030227,0.00001106543,0.0005913774,7.907966e-7,0.00003926015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01325158,"threshold_uncertainty_score":0.02634889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07990476334018923,"score_gpt":0.4100006169807688,"score_spread":0.3300958536405796,"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."}}