{"id":"W4407754816","doi":"10.1016/j.ejcped.2025.100220","title":"Non-invasive wearable devices in paediatric cancer care: Advancing personalized medicine, addressing challenges and shaping the future","year":2025,"lang":"en","type":"article","venue":"EJC Paediatric Oncology","topic":"Wireless Body Area Networks","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Society of Endocrinology and Metabolism","keywords":"Wearable computer; Personalized medicine; Precision medicine; Medicine; Wearable technology; Cancer; Computer science; Bioinformatics; Biology; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005480578,0.0003393819,0.0006340392,0.0004666645,0.0002121747,0.00002527933,0.000324815,0.0003873571,0.00003806273],"category_scores_gemma":[0.0001029476,0.0002690221,0.00006715562,0.0009536357,0.000158627,0.0001903912,0.0001379432,0.0007786772,0.000004501653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006065967,"about_ca_system_score_gemma":0.0003427582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001311844,"about_ca_topic_score_gemma":0.008473592,"domain_scores_codex":[0.9980403,0.0001699036,0.0004484358,0.0004492661,0.00020481,0.0006872867],"domain_scores_gemma":[0.9982445,0.00118723,0.000120149,0.0002538817,0.00008720017,0.0001070995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009732682,0.00004963905,0.04270998,0.002629048,0.0002454162,0.0001925221,0.03543698,0.04083028,0.0004098619,0.0006265141,0.01149452,0.8652779],"study_design_scores_gemma":[0.0159076,0.0006019981,0.4351396,0.00360065,0.001492549,0.0001043755,0.1485408,0.0736737,0.0002117897,0.001575229,0.3163292,0.002822527],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1826277,0.8006085,0.0001012099,0.004742799,0.002737795,0.0004824092,0.000004977034,0.0001794495,0.00851513],"genre_scores_gemma":[0.795809,0.2000173,0.0002954168,0.0004456912,0.003126869,0.0002087612,0.000005121428,0.00004210756,0.00004977682],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8624554,"threshold_uncertainty_score":0.9999762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01695681232551409,"score_gpt":0.2805171671960396,"score_spread":0.2635603548705255,"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."}}