{"id":"W3048656144","doi":"10.1101/2020.08.03.20167544","title":"The Bacterial and Viral Complexity of Postinfectious Hydrocephalus in Uganda","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Institute of Infection and Immunity","funders":"Medical Research Council","keywords":"Hydrocephalus; Cytomegalovirus; Biology; Neonatal sepsis; Microbiology; Cerebrospinal fluid; Virology; Sepsis; Virus; Medicine; Immunology; Herpesviridae; Viral disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002561087,0.0002210761,0.0001945297,0.00116438,0.0005021749,0.0007080292,0.0001720899,0.0003078543,0.001583935],"category_scores_gemma":[0.0008211847,0.0001733467,0.0000873661,0.0006009314,0.0005480272,0.0003261589,0.0007000307,0.0003143909,0.0002284657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003015378,"about_ca_system_score_gemma":0.0003130316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129631,"about_ca_topic_score_gemma":0.001594792,"domain_scores_codex":[0.9998499,0.00003833179,0.00001460747,0.00002804339,0.00002506786,0.00004393902],"domain_scores_gemma":[0.9997455,0.00006341087,0.0001020138,0.00001468548,0.00003424056,0.00004016676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009570945,0.00009441355,0.8359762,0.0008990255,0.000106268,0.01880859,0.005275412,0.0006467316,0.07803525,0.002006423,0.003749507,0.05344515],"study_design_scores_gemma":[0.00001627937,0.0002278096,0.9408575,0.0002642469,0.00004906399,0.02296024,0.005441799,0.0007049108,0.01410745,0.002163206,0.01318094,0.00002659698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960355,0.001877052,0.0003030559,0.0002984212,0.00002097779,0.000008303955,0.000298525,0.0000111984,0.001146907],"genre_scores_gemma":[0.9973201,0.001102768,0.0006522044,0.00007138326,0.00002288035,0.000007531609,0.0002617988,0.000007081515,0.0005542494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001583935,"threshold_uncertainty_score":0.005298793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04805278396739774,"score_gpt":0.2807657342431844,"score_spread":0.2327129502757867,"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."}}