{"id":"W3015797060","doi":"10.1371/journal.pone.0229248","title":"Feasibility of implementing the World Health Organization case management guideline for possible serious bacterial infection among young infants in Ntcheu district, Malawi","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Global Affairs Canada; World Health Organization","keywords":"Medicine; Guideline; Pediatrics; Referral; Emergency medicine; Prospective cohort study; Amoxicillin; Cohort; Outpatient clinic; Cohort study; Family medicine; Antibiotics; Internal medicine","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":[0.0003163828,0.00009371524,0.0002252005,0.00007819879,0.0001239844,0.00002083532,0.00003778669,0.00002243169,0.0001410205],"category_scores_gemma":[0.000167015,0.00007532648,0.00003543991,0.0005736192,0.00002251549,0.0001023898,0.00008632441,0.000089596,0.000002443084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000131417,"about_ca_system_score_gemma":0.00004226669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003030553,"about_ca_topic_score_gemma":0.00512658,"domain_scores_codex":[0.9989186,0.00003822708,0.0005257624,0.0001842887,0.0001466219,0.0001865232],"domain_scores_gemma":[0.9993939,0.00002797128,0.0001971678,0.0001439877,0.0001441882,0.00009272097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000221518,0.0007978332,0.9870972,0.001384615,0.0001597409,0.00004799439,0.0003871605,0.00001706241,0.007574892,0.0001513924,0.0006265666,0.00153402],"study_design_scores_gemma":[0.006039261,0.0007676471,0.9551616,0.0005115051,0.0004916516,0.0001427277,0.0003654583,0.002599035,0.03242537,0.0001694572,0.001062259,0.0002640635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941001,0.00001585916,0.001279234,0.002627512,0.00005902765,0.001584773,0.00007510811,0.0000533241,0.0002050973],"genre_scores_gemma":[0.997484,0.00003550796,0.001510034,0.0003653195,0.0001539327,0.00004764622,0.0002119532,0.00001699857,0.0001746518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03193564,"threshold_uncertainty_score":0.4581309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05613486950789508,"score_gpt":0.3159708524242923,"score_spread":0.2598359829163972,"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."}}