{"id":"W2970369856","doi":"10.2196/13377","title":"Clinical Outcomes of Pneumonia and Other Comorbidities in Children Aged 2-59 Months in Lilongwe, Malawi: Protocol for the Prospective Observational Study “Innovative Treatments in Pneumonia”","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Malaria Research and Control","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fogarty International Center; National Heart, Lung, and Blood Institute; Bill and Melinda Gates Foundation","keywords":"Medicine; Integrated Management of Childhood Illness; Observational study; Pneumonia; Pediatrics; Clinical trial; Malnutrition; Malaria; Randomized controlled trial; Child mortality; Severe Acute Malnutrition; Intensive care medicine; Population; Internal medicine; Environmental health","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":[0.03152571,0.002648271,0.004092875,0.002684469,0.002754109,0.002389865,0.00230985,0.002434643,0.01702137],"category_scores_gemma":[0.02989792,0.001611545,0.005722214,0.003585007,0.001563006,0.00218872,0.002376714,0.002858412,0.003417247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004595743,"about_ca_system_score_gemma":0.01657235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00432524,"about_ca_topic_score_gemma":0.007610972,"domain_scores_codex":[0.9812663,0.01125199,0.004047954,0.001136314,0.00110005,0.001197368],"domain_scores_gemma":[0.9757253,0.003641848,0.00806979,0.00250586,0.008073531,0.001983663],"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":[0.4726686,0.01911694,0.1326008,0.08235043,0.007697474,0.001479915,0.005971114,0.007568873,0.005742177,0.01150524,0.1467283,0.1065702],"study_design_scores_gemma":[0.2738024,0.0547002,0.3504589,0.04206749,0.004013937,0.0006149721,0.005045339,0.007773383,0.004660917,0.006893248,0.2492213,0.000747852],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.006214204,0.0004225602,0.001530601,0.000298603,0.0001454956,0.9754204,0.01475102,0.00004296593,0.001174329],"genre_scores_gemma":[0.005231508,0.0001824486,0.002246463,0.0001263531,0.00003149539,0.989975,0.002031336,0.000004643724,0.0001707164],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03152571,"threshold_uncertainty_score":0.1667258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3312658276152785,"score_gpt":0.5816966282658973,"score_spread":0.2504308006506188,"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."}}