{"id":"W4416440558","doi":"10.1016/j.eclinm.2025.103657","title":"Symptom burden, healthcare utilization, and risky behaviors in survivors of the childhood cancer survivor study (CCSS): an observation cohort study","year":2025,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"National Cancer Institute; Microsoft; National Institutes of Health; St. Jude Children's Research Hospital; American Lebanese Syrian Associated Charities; U.S. Department of Defense","keywords":"Childhood cancer; Cohort study; Cancer; Health care; Center (category theory); Cohort","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004941948,0.0003893479,0.001460601,0.0003126441,0.0001876526,0.00001863448,0.0004155264,0.0002170899,0.00007995912],"category_scores_gemma":[0.001993401,0.000290765,0.0001184767,0.001730286,0.000319083,0.0001465393,0.0002326385,0.0007878193,0.00000148369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001680736,"about_ca_system_score_gemma":0.0007110282,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08302704,"about_ca_topic_score_gemma":0.1420345,"domain_scores_codex":[0.9937724,0.001404681,0.002274643,0.0009808055,0.001167439,0.0004000479],"domain_scores_gemma":[0.9963659,0.0008229155,0.0005798705,0.00144935,0.0005172659,0.000264676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002557717,0.004425231,0.9801399,0.0001848469,0.0002312649,0.000008512659,0.01079832,0.00001731491,0.0000118737,0.00004596851,0.0001695666,0.003711436],"study_design_scores_gemma":[0.007716639,0.002052438,0.9719136,0.0009219861,0.0006805169,0.000002677419,0.01608441,0.0001107167,0.00001987779,0.00009144449,0.000198737,0.0002069924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764818,0.001465234,0.00001750038,0.01474237,0.001240169,0.005846627,0.00003485673,0.00008882646,0.000082613],"genre_scores_gemma":[0.9961882,0.0005089685,0.00003996836,0.002225248,0.0003656296,0.0002754756,0.00005124219,0.00004636,0.0002989319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05900745,"threshold_uncertainty_score":0.9999545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07068726687323379,"score_gpt":0.4259689785767967,"score_spread":0.3552817117035629,"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."}}