{"id":"W3122876401","doi":"10.21037/tp-20-255","title":"An improved clinical prediction rule for identifying neonatal bacterial meningitis: a multicenter cohort study","year":2021,"lang":"en","type":"article","venue":"Translational Pediatrics","topic":"Bacterial Infections and Vaccines","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China; University of Ottawa","keywords":"Medicine; Prospective cohort study; Cohort; Logistic regression; Receiver operating characteristic; Meningitis; Internal medicine; Cohort study; Retrospective cohort study; Cerebrospinal fluid; CSF pleocytosis; Pediatrics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004805747,0.0001420874,0.0002381438,0.00007521379,0.0002738708,0.00006638243,0.00008858887,0.0002226008,0.0006452881],"category_scores_gemma":[0.00008605483,0.0001457744,0.0001511468,0.0001296925,0.00002898819,0.0003092886,0.00001763867,0.0001873236,0.00003222682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001567179,"about_ca_system_score_gemma":0.0001180808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003819032,"about_ca_topic_score_gemma":0.0001067659,"domain_scores_codex":[0.9985883,0.0002015189,0.0005659555,0.0003979367,0.00003311368,0.000213155],"domain_scores_gemma":[0.999166,0.0002304732,0.0001088882,0.0001813317,0.0002779974,0.00003530535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006691768,0.001172128,0.8865191,0.00002450091,0.0002694693,0.000001948319,0.0003770552,0.00001933631,0.1065293,0.00006440523,0.0003397619,0.004013815],"study_design_scores_gemma":[0.007165995,0.0004627853,0.983538,0.000004319946,0.0004701767,0.00002603533,0.0002097214,0.0002948004,0.001903775,0.000135023,0.005569673,0.0002196628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984912,0.0002238227,0.008223882,0.00006069426,0.005087683,0.0007162389,0.0006530072,0.00009578627,0.00002691808],"genre_scores_gemma":[0.9942464,0.00004044515,0.001021545,0.00001488887,0.001325241,0.000105535,0.003083718,0.00002115815,0.0001410306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1046255,"threshold_uncertainty_score":0.7065452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03365072307715183,"score_gpt":0.3308822093729468,"score_spread":0.2972314862957949,"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."}}