{"id":"W3054746531","doi":"10.1186/s40900-020-00228-z","title":"Impact of community engagement and social support on the outcomes of HIV-related meningitis clinical trials in a resource-limited setting","year":2020,"lang":"en","type":"editorial","venue":"Research Involvement and Engagement","topic":"Fungal Infections and Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fogarty International Center; National Institute of Allergy and Infectious Diseases; Medical Research Council; Department for International Development; Government of the United Kingdom; Wellcome Trust; Grand Challenges Canada; U.S. Department of Veterans Affairs","keywords":"Community engagement; Medicine; Clinical trial; Lumbar puncture; Social support; Randomized controlled trial; Family medicine; Psychology; Surgery; Public relations; Internal medicine; Social psychology; Political science","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":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.08593728,0.0003572734,0.001960363,0.000545016,0.0008406471,0.00005744525,0.000226993,0.0003887361,0.0001547552],"category_scores_gemma":[0.02272971,0.0002235501,0.0005128494,0.0004284762,0.0006061342,0.0000381128,0.001002374,0.005676538,0.000003388752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003006776,"about_ca_system_score_gemma":0.0003592603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005979816,"about_ca_topic_score_gemma":0.00005098378,"domain_scores_codex":[0.9791402,0.01611167,0.002183012,0.0003718773,0.001678601,0.0005146764],"domain_scores_gemma":[0.9696351,0.02870206,0.0006255863,0.0004345097,0.0004496708,0.0001530787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007474793,0.001028015,0.04520911,0.0008069842,0.003202374,0.00001687576,0.01020593,0.000002552871,0.0001327941,0.0001581439,0.9349428,0.003546943],"study_design_scores_gemma":[0.01549862,0.01892707,0.3586321,0.00181986,0.001245241,9.18085e-7,0.04599329,0.0001771149,0.0001923999,0.0003026604,0.5565642,0.0006464874],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672867,0.0004465548,0.000003131479,0.007498638,0.01709863,0.003833662,0.000584504,0.00004484629,0.003203308],"genre_scores_gemma":[0.9727334,0.002642816,0.00005032608,0.0001281861,0.0228873,0.000246438,0.0007621215,0.00005942746,0.0004899275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3783786,"threshold_uncertainty_score":0.9966174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4784595149818502,"score_gpt":0.5216218122528911,"score_spread":0.04316229727104082,"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."}}