{"id":"W3194371860","doi":"10.1136/bmjgh-2021-006419","title":"Conducting clinical research in a resource-constrained setting: lessons from a longitudinal cohort study in The Gambia","year":2021,"lang":"en","type":"article","venue":"BMJ Global Health","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; Medical Research Council; Medical Research Charities Group; Boston Children's Hospital","keywords":"Unit (ring theory); Medicine; Resource (disambiguation); EPIC; Medical education; Political science; Economic growth; Public relations; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1134688,0.0004857747,0.0009498268,0.001646714,0.007484848,0.006536131,0.002751189,0.002451157,0.001930454],"category_scores_gemma":[0.1071292,0.000809049,0.0006640368,0.002850308,0.004647006,0.005251229,0.006331109,0.004599877,0.0003942542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006652387,"about_ca_system_score_gemma":0.03165888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1611286,"about_ca_topic_score_gemma":0.3107384,"domain_scores_codex":[0.9403321,0.05042151,0.002202305,0.001566137,0.002021095,0.003456709],"domain_scores_gemma":[0.9104351,0.05395384,0.007675191,0.00779084,0.008678828,0.0114662],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000549551,0.001376021,0.4594718,0.001354352,0.0003137148,0.005449638,0.4428007,0.0002734748,0.0006374496,0.005089947,0.01155648,0.07112679],"study_design_scores_gemma":[0.000242831,0.001577856,0.4143739,0.01343515,0.0003640637,0.002256417,0.5210213,0.000837083,0.0003027145,0.007811839,0.03751352,0.0002632446],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9134122,0.009398888,0.003682687,0.06457465,0.0005892012,0.001691594,0.0005777954,0.00005210712,0.00602087],"genre_scores_gemma":[0.9659947,0.007216851,0.008772719,0.01433728,0.0001878786,0.002226373,0.0003341641,0.00006663783,0.0008634322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8865312,"threshold_uncertainty_score":0.6000875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4175964871338455,"score_gpt":0.5911077575038212,"score_spread":0.1735112703699757,"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."}}