{"id":"W3156399049","doi":"10.1016/s2214-109x(20)30542-8","title":"How COVID-19 has fundamentally changed clinical research in global health","year":2021,"lang":"en","type":"review","venue":"The Lancet Global Health","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":225,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact; University of British Columbia","funders":"Fogarty International Center; MQ: Transforming Mental Health; Medical Research Council; Bill and Melinda Gates Foundation","keywords":"Clinical trial; Pandemic; Incentive; Coronavirus disease 2019 (COVID-19); Protocol (science); Global health; Population; Quality (philosophy); Clinical research; Public relations; Medicine; Political science; Alternative medicine; Public health; Nursing; Environmental health; Economics; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0407161,0.001369871,0.002488103,0.004366178,0.001434907,0.009417254,0.002743596,0.009550274,0.008374694],"category_scores_gemma":[0.06673796,0.0009599641,0.003946653,0.006028923,0.006438691,0.01272734,0.006496254,0.01734827,0.003030042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01145485,"about_ca_system_score_gemma":0.0270596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007249969,"about_ca_topic_score_gemma":0.0100654,"domain_scores_codex":[0.9777443,0.01218975,0.002415627,0.001339947,0.004746777,0.001563655],"domain_scores_gemma":[0.9356934,0.04852219,0.004004926,0.001848387,0.006752252,0.0031787],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002447374,0.00006196452,0.0003280696,0.04180452,0.0005104878,0.000183226,0.0007734744,0.001015882,0.0003822972,0.1784434,0.2476556,0.5285963],"study_design_scores_gemma":[0.00007017844,0.00008331751,0.0005028993,0.02888192,0.0001516207,0.0002707333,0.0002437488,0.00006687137,0.0001247134,0.02444828,0.9451058,0.00004985546],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009434111,0.9109728,0.0005295512,0.07465086,0.01088085,0.00003246953,0.0000814931,0.0000284639,0.002729208],"genre_scores_gemma":[0.002813971,0.9123226,0.002066976,0.07291226,0.007926969,0.00009946971,0.0001632983,0.0000511665,0.00164325],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9592839,"threshold_uncertainty_score":0.2153299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7722577787847567,"score_gpt":0.6888456351722845,"score_spread":0.08341214361247218,"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."}}