{"id":"W4414623856","doi":"10.1038/s41390-025-04311-7","title":"Albumin in neonates: use it or lose it","year":2025,"lang":"en","type":"article","venue":"Pediatric Research","topic":"Neonatal Health and Biochemistry","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Hypoalbuminemia; Albumin; Serum albumin; Low birth weight; Retrospective cohort study; Hemoglobin; Cohort; Human albumin","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":[0.00122865,0.0001153488,0.0002278967,0.0006078777,0.00008842531,0.00003574518,0.0002099548,0.000185921,0.000481899],"category_scores_gemma":[0.002542603,0.00008710905,0.00004813722,0.002196457,0.00008206444,0.00007274713,0.000178984,0.0008916929,0.0002537729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002205768,"about_ca_system_score_gemma":0.001674436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007877094,"about_ca_topic_score_gemma":0.0001285202,"domain_scores_codex":[0.9977813,0.00009601788,0.0003551967,0.0003815442,0.000668963,0.0007169952],"domain_scores_gemma":[0.997996,0.001010005,0.000024548,0.000400574,0.0002647175,0.0003041145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002684361,0.0007066902,0.3846658,0.004625658,0.00001877462,0.001619057,0.0002864971,7.254915e-7,0.0008862751,0.00009767901,0.5750715,0.02933704],"study_design_scores_gemma":[0.01193007,0.001243333,0.2248895,0.0007909911,0.00009656246,0.0001364489,0.002253736,0.0005919645,0.01363435,0.0007681882,0.74304,0.0006247886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630805,0.002546747,0.000007127584,0.0207235,0.0001329673,0.000727643,0.00001691175,0.00003398187,0.01273064],"genre_scores_gemma":[0.8728594,0.004800681,0.0002929606,0.001730154,0.000585936,0.00008255971,0.00003617102,0.00001589527,0.1195963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1679686,"threshold_uncertainty_score":0.5276456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1872707821465708,"score_gpt":0.5107746719217406,"score_spread":0.3235038897751699,"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."}}