{"id":"W3205521907","doi":"10.1186/s13054-021-03789-x","title":"Cost impact of procalcitonin-guided decision making on duration of antibiotic therapy for suspected early-onset sepsis in neonates","year":2021,"lang":"en","type":"article","venue":"Critical Care","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences; St. Joseph’s Healthcare Hamilton; McMaster Children's Hospital","funders":"","keywords":"Medicine; Procalcitonin; Gestational age; Neonatal intensive care unit; Randomized controlled trial; Health care; Sepsis; Pediatrics; Intensive care medicine; Antibiotic therapy; Emergency medicine; Antibiotics; Pregnancy; Internal medicine","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":[0.00005306996,0.000086989,0.0002363808,0.00009779246,0.0000295376,0.00001120752,0.00003016685,0.00007064944,0.0000818478],"category_scores_gemma":[0.0009909093,0.00006685458,0.000137148,0.0002158442,0.0000596443,0.00004640866,0.0000146713,0.0000884603,0.000002070679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008695008,"about_ca_system_score_gemma":0.0001034447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008045687,"about_ca_topic_score_gemma":0.00003173676,"domain_scores_codex":[0.9992663,0.00002761592,0.0002679337,0.0001543254,0.0001437535,0.0001401266],"domain_scores_gemma":[0.9987724,0.0004279667,0.00003127165,0.0001283734,0.0005902521,0.00004972549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004699416,0.00145229,0.6763528,0.002124653,0.0001564927,0.00031601,0.00221049,0.0001237067,0.2287409,0.004287432,0.0005634485,0.07897238],"study_design_scores_gemma":[0.001604374,0.001327729,0.651168,0.001040639,0.00003717404,0.00005999921,0.0004552369,0.0001921576,0.3426838,0.001317687,0.0000256094,0.00008758267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997987,0.0003488905,0.0006798579,0.0001885473,0.00008875978,0.0003652524,0.0001063576,0.00001630604,0.0002190664],"genre_scores_gemma":[0.9988576,0.00002135052,0.0009283469,0.00007373159,0.00003159824,0.00001056064,0.00005169093,0.00001224082,0.00001285213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.113943,"threshold_uncertainty_score":0.2726251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05520191352045573,"score_gpt":0.4232676016847753,"score_spread":0.3680656881643196,"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."}}