{"id":"W4220856533","doi":"10.1136/bmjgh-2021-007873","title":"R&amp;D during public health emergencies: the value(s) of trust, governance and collaboration","year":2022,"lang":"en","type":"review","venue":"BMJ Global Health","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Public Health Ontario; University of Toronto; Western University","funders":"Canadian Institutes of Health Research","keywords":"Scrutiny; Public health; Corporate governance; Context (archaeology); Pandemic; Political science; Global health; Economic growth; Livelihood; Development economics; Public relations; Medicine; Business; Infectious disease (medical specialty); Coronavirus disease 2019 (COVID-19); Disease; Law; Economics; Health care; Geography","routes":{"ca_aff":true,"ca_fund":true,"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","sts"],"consensus_categories":[],"category_scores_codex":[0.2218819,0.00061853,0.00103904,0.001768331,0.01164712,0.03540443,0.00384487,0.01731225,0.002926655],"category_scores_gemma":[0.1835861,0.001210458,0.00116787,0.002401027,0.065805,0.02291456,0.0251728,0.02232674,0.001402063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.017039,"about_ca_system_score_gemma":0.09883704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009181904,"about_ca_topic_score_gemma":0.01075249,"domain_scores_codex":[0.7015001,0.2270548,0.009183109,0.01190859,0.02463531,0.02571805],"domain_scores_gemma":[0.656433,0.1795473,0.05633756,0.02771967,0.02170174,0.05826076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001788335,0.0001911554,0.01190168,0.001143628,0.0001467972,0.001902552,0.07993444,0.002077583,0.001028247,0.7576088,0.04234055,0.1015457],"study_design_scores_gemma":[0.0001256276,0.0005243733,0.01033385,0.002986217,0.00004681532,0.001241661,0.06632753,0.001142245,0.0009908428,0.5173112,0.3987309,0.0002386818],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.02465703,0.01422799,0.02641062,0.878734,0.002424167,0.0002252132,0.00004859591,0.0001066874,0.0531658],"genre_scores_gemma":[0.8701565,0.01223582,0.01334654,0.09267856,0.002735692,0.0004215326,0.00005437629,0.0001266051,0.008244417],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9883529,"threshold_uncertainty_score":0.9595581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.161503722312671,"score_gpt":0.5064659664575064,"score_spread":0.3449622441448354,"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."}}