{"id":"W4402632292","doi":"10.1038/s41598-024-72256-8","title":"Novel extracorporeal treatment for severe neonatal jaundice: a mathematical modelling study of allo-hemodialysis","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Neonatal Health and Biochemistry","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Hemodialysis; Extracorporeal; Intensive care medicine; Medicine; Jaundice; Bioinformatics; Internal medicine; Biology","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":[0.0007310958,0.000177461,0.0003878268,0.0001499109,0.0001313553,0.0000737759,0.00005972908,0.0000886574,0.00007634291],"category_scores_gemma":[0.00004603381,0.0001282878,0.0002231817,0.0003553722,0.0001084696,0.00006647227,0.00003104821,0.00009243059,0.000006228799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001249967,"about_ca_system_score_gemma":0.0004832895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000719687,"about_ca_topic_score_gemma":0.00001495358,"domain_scores_codex":[0.9976214,0.000007651985,0.0007246805,0.0007678797,0.0005728683,0.0003054728],"domain_scores_gemma":[0.9987443,0.00008837927,0.0001513892,0.0006163091,0.000150061,0.0002495345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00365335,0.03388847,0.006156722,0.02953371,0.003484586,0.02314745,0.03469295,0.005162355,0.5089073,0.001157579,0.01679336,0.3334222],"study_design_scores_gemma":[0.01324757,0.007926429,0.0004242488,0.003475379,0.005985386,0.03611057,0.0110113,0.4757718,0.3434201,0.03617944,0.0643439,0.002103837],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984217,0.0005392337,0.01180367,0.0001060532,0.001251466,0.001380536,0.00003870097,0.00007885893,0.0005844969],"genre_scores_gemma":[0.9862044,0.000004256854,0.005695047,0.000009055739,0.0001495496,0.0001172438,0.0001977579,0.00002225834,0.007600431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4706094,"threshold_uncertainty_score":0.5231424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04791752330418071,"score_gpt":0.3306659305206853,"score_spread":0.2827484072165046,"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."}}