{"id":"W4367298988","doi":"10.1186/s13643-023-02203-7","title":"What is the utility of blood beta-hydroxybutyrate measurements in emergency department in patients without diabetes: a systematic review","year":2023,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Diet and metabolism studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Emergency department; Ketosis; Diabetes mellitus; MEDLINE; Systematic review; Population; Emergency medicine; Pediatrics; Perioperative; Surgery; Psychiatry; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.01889222,0.001257571,0.02595416,0.0004146452,0.00006281988,0.00004036217,0.0007865334,0.0002384495,0.00007521996],"category_scores_gemma":[0.004818875,0.000579481,0.002513817,0.002007745,0.00007015881,0.0001958622,0.0002531112,0.00047713,0.0005244949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001487529,"about_ca_system_score_gemma":0.0001893913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000129757,"about_ca_topic_score_gemma":0.00004903445,"domain_scores_codex":[0.9770929,0.006495945,0.01312481,0.0008918506,0.001674269,0.0007202459],"domain_scores_gemma":[0.9897564,0.0004241252,0.006536027,0.002748245,0.0003765189,0.0001586773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001614626,0.0003722948,0.001290647,0.9921945,0.00182497,0.000002897548,0.0003807072,3.049331e-9,2.913758e-8,0.000002552505,0.0009509819,0.002978746],"study_design_scores_gemma":[0.0004942131,0.00006853176,0.0001490575,0.9432117,0.03896603,0.000002187259,0.00007377034,0.000001640651,2.24855e-7,0.00001078643,0.01664833,0.0003735576],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003480835,0.9078835,3.425323e-7,0.00005385728,0.001070366,0.09062819,0.00003326902,0.00002782409,0.00026788],"genre_scores_gemma":[0.00005196971,0.9701186,0.00001480572,0.000159221,0.00004461578,0.02877709,0.00007414394,0.0001038948,0.0006556999],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06223509,"threshold_uncertainty_score":0.9996657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1551169180311661,"score_gpt":0.3793066031863013,"score_spread":0.2241896851551351,"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."}}