{"id":"W4411456019","doi":"10.1016/j.soncn.2025.151902","title":"Symptom Science in Pediatric Oncology","year":2025,"lang":"en","type":"article","venue":"Seminars in Oncology Nursing","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"Children's National Hospital","keywords":"Medicine; Milestone; Clinical trial; Quality of life (healthcare); MEDLINE; Tolerability; Clinical Practice; Pediatric oncology; Oncology nursing; Intensive care medicine; Family medicine; Alternative medicine; Internal medicine; Cancer; Nursing; Pathology","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":[0.002714654,0.0001907051,0.0007016876,0.001654973,0.0001178241,0.00001320311,0.0003464695,0.0003562347,0.00003936133],"category_scores_gemma":[0.001075665,0.0002118647,0.00006540935,0.002873916,0.0009368742,0.00013737,0.0001059391,0.0008011921,0.00002113643],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006164494,"about_ca_system_score_gemma":0.005002341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001479696,"about_ca_topic_score_gemma":0.00047734,"domain_scores_codex":[0.9973503,0.0002649458,0.0006942392,0.0006368893,0.0003386448,0.0007149379],"domain_scores_gemma":[0.9983212,0.0008725952,0.00015125,0.0004104782,0.00009504644,0.0001493742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005817903,0.002176603,0.6692666,0.0001769457,0.00001189597,0.0004483013,0.01518305,0.00003102822,0.001269845,0.001873701,0.009339061,0.2996411],"study_design_scores_gemma":[0.007643253,0.001956576,0.9388841,0.003427118,0.0001762912,0.0003126545,0.009773491,0.0005500984,0.001418225,0.00594838,0.0294544,0.0004554069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8492993,0.002902966,0.0000535525,0.02493542,0.002555467,0.0004496169,0.000001116701,0.00006191451,0.1197407],"genre_scores_gemma":[0.9909495,0.0009149762,0.003500263,0.00374936,0.0002416258,0.00003577134,0.000004259074,0.00001683294,0.0005873747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2991858,"threshold_uncertainty_score":0.9976507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02043667075425876,"score_gpt":0.405699045539042,"score_spread":0.3852623747847832,"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."}}