{"id":"W3086298155","doi":"10.2196/21430","title":"Point-of-Care Approaches for Meningitis Diagnosis in a Low-Resource Setting (Southwestern Uganda): Observational Cohort Study Protocol of the “PI-POC” Trial","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Bacterial Infections and Vaccines","field":"Immunology and Microbiology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Svenska Läkaresällskapet; Knut och Alice Wallenbergs Stiftelse; Svenska Sällskapet för Medicinsk Forskning; Vetenskapsrådet; Stiftelsen för Strategisk Forskning","keywords":"Medicine; Meningitis; Streptococcus pneumoniae; Pediatrics; Etiology; Observational study; Vaccination; Lumbar puncture; Neisseria meningitidis; Intensive care medicine; Immunology; Internal medicine; Cerebrospinal fluid; Antibiotics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.01840005,0.003498503,0.003767681,0.0010893,0.002653742,0.00237538,0.002142816,0.002737905,0.01400624],"category_scores_gemma":[0.01308492,0.002190745,0.002355098,0.001991584,0.0016855,0.002100879,0.002032835,0.00259325,0.004845672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002462976,"about_ca_system_score_gemma":0.008633802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003818887,"about_ca_topic_score_gemma":0.004855581,"domain_scores_codex":[0.9895788,0.006729093,0.001143764,0.001207901,0.0005163905,0.0008240675],"domain_scores_gemma":[0.9929568,0.0007437231,0.001823607,0.001332415,0.001829083,0.001314402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.7935343,0.02080567,0.08662813,0.01000383,0.004491553,0.0007476578,0.001815018,0.00266887,0.002950172,0.004027628,0.04278482,0.02954224],"study_design_scores_gemma":[0.6731492,0.0888586,0.1425603,0.004412078,0.003229208,0.0005535576,0.001611657,0.005336588,0.001497579,0.004580779,0.07382637,0.0003839671],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.07654997,0.001359637,0.007740218,0.0007889117,0.0004885925,0.8866431,0.02280349,0.0001674459,0.003458668],"genre_scores_gemma":[0.05059051,0.000357387,0.005998814,0.0005568739,0.0001287286,0.9368855,0.004587248,0.00002458725,0.0008703279],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.01840005,"threshold_uncertainty_score":0.09730989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.252261435216763,"score_gpt":0.461409824384212,"score_spread":0.2091483891674489,"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."}}