{"id":"W4396814139","doi":"10.1001/jamanetworkopen.2024.10731","title":"Chronic Health Conditions and Longitudinal Employment in Survivors of Childhood Cancer","year":2024,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"National Cancer Institute","keywords":"Childhood cancer; Longitudinal data; Longitudinal study; Quality of life (healthcare); Gerontology; Psychology; Medicine; Cancer; Demography; Sociology; Nursing","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":[0.001433511,0.0001901439,0.0006448544,0.0001152666,0.00008603856,0.000108662,0.0002083428,0.00008703089,0.0004709453],"category_scores_gemma":[0.0000350921,0.0001789583,0.00007501087,0.0005844944,0.0001048447,0.0002290345,0.0002612835,0.0003831727,0.00001290599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003726078,"about_ca_system_score_gemma":0.001184073,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02493987,"about_ca_topic_score_gemma":0.05337405,"domain_scores_codex":[0.9979679,0.0002023089,0.0006283476,0.0004644264,0.0003105824,0.0004264289],"domain_scores_gemma":[0.999059,0.0002165728,0.0001330724,0.0003363824,0.00004105412,0.000213943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002257582,0.0004216451,0.8648062,0.001757244,0.0007208269,0.0000907498,0.007760383,0.001333769,0.00001948757,0.007141065,0.06993049,0.04579237],"study_design_scores_gemma":[0.001770009,0.000473618,0.9708294,0.005833196,0.00005766759,0.00003704333,0.0002304389,0.0003017046,0.00002372957,0.000681195,0.01957896,0.0001830255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8729157,0.06094532,0.00006112296,0.06139712,0.0007555273,0.001818607,0.0001475205,0.00007577784,0.001883337],"genre_scores_gemma":[0.9925921,0.003351429,0.0002223595,0.001893239,0.001240578,0.0001507568,0.00008838667,0.00004153873,0.000419593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1196765,"threshold_uncertainty_score":0.9815531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04048268197305706,"score_gpt":0.3768334270220475,"score_spread":0.3363507450489905,"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."}}