{"id":"W3027330850","doi":"10.1016/j.hemonc.2020.04.008","title":"Chemotherapy readiness in pediatric oncology","year":2020,"lang":"en","type":"article","venue":"Hematology/Oncology and Stem Cell Therapy","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Alberta Children's Hospital","funders":"","keywords":"Urine; Dipstick; Urine specific gravity; Chemotherapy; Medicine; Refractometer; Gold standard (test); Urology; Internal medicine; Materials science","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":[0.0006728204,0.0003470158,0.001447665,0.0001886216,0.00008971788,0.000009254315,0.0001995187,0.0007385755,0.0002544398],"category_scores_gemma":[0.00002855277,0.0003132249,0.00012847,0.0004699778,0.0002421987,0.00007646776,0.00005692997,0.0006834174,0.00008691625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001189361,"about_ca_system_score_gemma":0.0005042416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003614569,"about_ca_topic_score_gemma":0.00007780275,"domain_scores_codex":[0.997256,0.0005219245,0.0007896937,0.0007080566,0.0001885485,0.0005357452],"domain_scores_gemma":[0.9983138,0.0006412013,0.0002902357,0.0003169314,0.00007301523,0.0003647638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01394823,0.003587806,0.805475,0.001636918,0.0003420271,0.002323068,0.05183011,0.000005554944,0.004565951,0.005183164,0.02219447,0.08890769],"study_design_scores_gemma":[0.08319411,0.02115862,0.1921047,0.0001676714,0.0003239898,0.003578825,0.01068069,0.0004319003,0.02362987,0.002355935,0.6602032,0.002170545],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9262214,0.01147531,0.0001066255,0.05123077,0.0003391554,0.0008271231,0.00000410877,0.0001481114,0.009647403],"genre_scores_gemma":[0.9523211,0.01232689,0.0006426059,0.03384222,0.0004635301,0.00009173572,0.00001311367,0.00005364088,0.0002451751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6380087,"threshold_uncertainty_score":0.999932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0443745007052626,"score_gpt":0.3267677309960837,"score_spread":0.2823932302908211,"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."}}