{"id":"W3092621052","doi":"","title":"Clinical and Vaccine Trials for COVID-19: Key Considerations from Social Science","year":2020,"lang":"en","type":"article","venue":"OpenDocs (Institute of Development Studies)","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Key (lock); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Clinical trial; Pandemic; Virology; Medicine; Computer science; Infectious disease (medical specialty); Outbreak; Disease","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":["metaresearch"],"category_scores_codex":[0.591311,0.001633012,0.004980627,0.004375904,0.01324525,0.0302872,0.005209504,0.02501638,0.008283133],"category_scores_gemma":[0.5749239,0.002115782,0.003388297,0.004671563,0.03369587,0.03099629,0.01939592,0.03380221,0.00234419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02029151,"about_ca_system_score_gemma":0.09887048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00840571,"about_ca_topic_score_gemma":0.02852523,"domain_scores_codex":[0.3697205,0.5467952,0.02871123,0.005011674,0.04037394,0.009387498],"domain_scores_gemma":[0.1364425,0.7858234,0.01151292,0.01112129,0.03275127,0.02234874],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001645551,0.0005053228,0.003791487,0.01435773,0.0007757141,0.0006941672,0.02196793,0.0009106452,0.0005916277,0.2694199,0.3883459,0.2969941],"study_design_scores_gemma":[0.001397516,0.001893169,0.003240454,0.03157391,0.0003681617,0.000378966,0.01589951,0.0004688409,0.0004492605,0.243672,0.7003458,0.0003124652],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004977813,0.02624909,0.00116446,0.9619529,0.006824311,0.0003292841,0.00005149836,0.000018029,0.002912718],"genre_scores_gemma":[0.04897279,0.07888398,0.03232226,0.7814241,0.0470986,0.006542022,0.0002389315,0.0001944475,0.00432293],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.408689,"threshold_uncertainty_score":0.5039864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4606020273128217,"score_gpt":0.5601141832088725,"score_spread":0.09951215589605078,"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."}}