{"id":"W3047955173","doi":"10.1016/j.drudis.2020.08.001","title":"Global clinical trial mobilization for COVID-19: higher, faster, stronger","year":2020,"lang":"en","type":"article","venue":"Drug Discovery Today","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Clinical trial; Coronavirus disease 2019 (COVID-19); Declaration; Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public health; Medicine; Business; Outbreak; Political science; Virology; Internal medicine; Infectious disease (medical specialty); Disease; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009033679,0.0002581144,0.001147563,0.00007576199,0.0002071782,0.0002432894,0.0004189977,0.0002054284,0.0006364273],"category_scores_gemma":[0.008220861,0.0003135199,0.0003976394,0.0002370523,0.0001019168,0.001016752,0.00009720308,0.0001410437,0.000866039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006205079,"about_ca_system_score_gemma":0.0005274891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002323247,"about_ca_topic_score_gemma":0.0001296859,"domain_scores_codex":[0.9933004,0.0004719856,0.004655288,0.0009819929,0.0001246136,0.0004657355],"domain_scores_gemma":[0.9954357,0.001464849,0.001914013,0.0005009335,0.00004852498,0.0006360099],"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":[0.004495264,0.0004772522,0.07673262,0.000593345,0.0001957221,0.000001741151,0.00118877,0.003336354,5.536197e-7,0.2983897,0.6142314,0.0003572489],"study_design_scores_gemma":[0.03790677,0.0005762933,0.006487604,0.00002437047,0.00002851384,9.376242e-7,0.0009549357,0.009476498,0.0000012475,0.02090598,0.922955,0.0006818802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4074815,0.002193117,0.2477055,0.3111954,0.01006091,0.006959802,0.00747434,0.0003417252,0.006587682],"genre_scores_gemma":[0.8676438,0.0001301154,0.001997883,0.1201381,0.005126396,0.000598494,0.0006435723,0.00007460318,0.003647053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4601623,"threshold_uncertainty_score":0.9999317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5044455888454863,"score_gpt":0.5026072730026715,"score_spread":0.001838315842814797,"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."}}