{"id":"W4281988284","doi":"10.12927/hcpol.2022.26829","title":"Commentary: University Technology Transfer Has Made a Significant Contribution to Fighting COVID-19 while Ensuring Global Access","year":2022,"lang":"en","type":"letter","venue":"Healthcare policy","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Technology transfer; Pandemic; Bench to bedside; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Personal protective equipment; Health care; Business; Public health; Public sector; Public relations; Political science; Engineering ethics; Medicine; Virology; Engineering; Law; International trade; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005555773,0.000481465,0.001061884,0.001286922,0.0009134632,0.00019905,0.00127854,0.0008203534,0.001245992],"category_scores_gemma":[0.0002281269,0.000687324,0.0002802545,0.001384435,0.0001659775,0.0001902663,0.0006081289,0.001970611,0.0002694618],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007845436,"about_ca_system_score_gemma":0.0008870821,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0406046,"about_ca_topic_score_gemma":0.0007237997,"domain_scores_codex":[0.9963084,0.0001595815,0.0009467168,0.001108043,0.00008799964,0.001389193],"domain_scores_gemma":[0.9980508,0.0001640149,0.0003443341,0.000675115,0.00005425759,0.0007114874],"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":[0.0000991686,0.00005383751,0.005814793,0.0003981922,0.0001362758,0.0001996938,0.0002495479,0.0001036089,0.000001925102,0.1713466,0.8210701,0.0005262801],"study_design_scores_gemma":[0.0009044392,0.0001312925,0.0003092433,0.00002369052,0.00001718771,0.00002549228,0.00003944635,0.0001339076,0.00001185598,0.01697625,0.9808094,0.0006177917],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004397514,0.0005711325,0.0008172844,0.9653621,0.0005658957,0.001050532,0.0251874,0.0002058338,0.001842251],"genre_scores_gemma":[0.1506693,0.0004473193,0.00004696454,0.8456205,0.001878755,0.00006576985,0.001018154,0.00005855558,0.0001946538],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1597393,"threshold_uncertainty_score":0.999667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1323146474467288,"score_gpt":0.3447495712387703,"score_spread":0.2124349237920415,"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."}}