{"id":"W3167275474","doi":"10.1038/s41390-021-01587-3","title":"Improving clinical paediatric research and learning from COVID-19: recommendations by the Conect4Children expert advice group","year":2021,"lang":"en","type":"article","venue":"Pediatric Research","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Children's Hospital Research Institute of Manitoba","funders":"EMD Serono; Idorsia Pharmaceuticals; Neuraxpharm; H. Lundbeck A/S; Bayer; Servier; Eisai; Swedish Orphan Biovitrum; Agenzia Italiana del Farmaco, Ministero della Salute; Alexion Pharmaceuticals; Apellis Pharmaceuticals; Innovative Medicines Initiative; Sanofi; GW Pharmaceuticals; Ablynx; Ministero dell’Istruzione, dell’Università e della Ricerca; European Federation of Pharmaceutical Industries and Associations; European Commission; Celgene; Pfizer; Biogen; GlaxoSmithKline; Amgen; Ministero della Salute; CSL Behring; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Equity (law); Medicine; Clinical trial; Health care; Medical education; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Business; Public relations; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01486999,0.0001601152,0.0003510003,0.00021026,0.002395834,0.000259609,0.0003025815,0.0001889544,0.001133434],"category_scores_gemma":[0.04087824,0.000114988,0.00009513989,0.002002361,0.0004497995,0.0001917273,0.001104764,0.004670938,0.0001373793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001730957,"about_ca_system_score_gemma":0.0007424263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004621808,"about_ca_topic_score_gemma":0.000111306,"domain_scores_codex":[0.9914775,0.004861431,0.0005671443,0.0008003084,0.001394839,0.0008987255],"domain_scores_gemma":[0.9592679,0.03854075,0.0001055611,0.0004383203,0.0007281759,0.0009192889],"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":[0.0006161553,0.000835695,0.3148218,0.0001478282,0.000200257,0.0001676661,0.001339349,0.00000105947,0.000420466,0.0001826683,0.5550562,0.1262109],"study_design_scores_gemma":[0.002817248,0.000696216,0.02021221,0.00001141162,0.0001382814,0.00005104109,0.005686502,0.001163341,0.00004545116,0.000556053,0.9684089,0.0002133749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5322996,0.1725108,0.0005040145,0.2827419,0.0006345506,0.00163077,0.00008685589,0.0002107037,0.009380824],"genre_scores_gemma":[0.7053005,0.2760095,0.001683964,0.005007438,0.007165393,0.0002711661,0.0003202563,0.00007076311,0.004171084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4133527,"threshold_uncertainty_score":0.9997796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3537543997310871,"score_gpt":0.5610634679013612,"score_spread":0.2073090681702741,"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."}}