{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00926504,0.001135016,0.00125744,0.003107154,0.0006383716,0.001495783,0.001298105,0.0007890483,0.0008681034],"category_scores_gemma":[0.02392357,0.0004214742,0.001355038,0.001753659,0.0003690947,0.001039298,0.001347998,0.001085817,0.0002812382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006417848,"about_ca_system_score_gemma":0.001380921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005268654,"about_ca_topic_score_gemma":0.00367312,"domain_scores_codex":[0.9969554,0.001197464,0.0003587056,0.0007526263,0.0005017061,0.0002341316],"domain_scores_gemma":[0.9886189,0.003302588,0.003182318,0.001821379,0.001871746,0.001203058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003178011,0.00003807989,0.9957111,0.000008761599,0.0001273013,0.00009231356,0.00002558856,0.0002997424,0.0001130737,0.00002030738,0.0002175648,0.003028406],"study_design_scores_gemma":[0.0002109981,0.0006842646,0.9646612,0.00004742573,0.0006438686,0.001316924,0.00021644,0.03068711,0.0004795437,0.0002271664,0.0007777986,0.00004724322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972976,0.0003019632,0.001266166,0.0001154726,0.00003155208,0.0000606281,0.000706615,0.00001998391,0.0002000488],"genre_scores_gemma":[0.9956702,0.0001431171,0.002181203,0.00004786772,0.00005518359,0.00005679333,0.001776296,0.000009002693,0.00006037765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00926504,"threshold_uncertainty_score":0.04899877,"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."}}