{"id":"W4281828696","doi":"10.12927/hcpol.2022.26830","title":"University Technology Transfer Has Failed to Improve Access to Global Health Products during the COVID-19 Pandemic","year":2022,"lang":"en","type":"article","venue":"Healthcare policy","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of British Columbia; Dalhousie University","funders":"Canadian Institutes of Health Research; Public Health Agency; Public Health Agency of Canada","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Technology transfer; Virology; Business; Medicine; Political science; Outbreak; International trade; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006904787,0.0002166893,0.0004132244,0.0006917549,0.001332267,0.00004497267,0.0008236238,0.0001110034,0.00001985127],"category_scores_gemma":[0.0006254333,0.0001891204,0.00008086943,0.004244219,0.0001384262,0.0000752148,0.0007217441,0.0007623862,0.00004381689],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007220078,"about_ca_system_score_gemma":0.01206086,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05521585,"about_ca_topic_score_gemma":0.01043508,"domain_scores_codex":[0.996917,0.0003500947,0.0003084673,0.000746747,0.0006018591,0.001075841],"domain_scores_gemma":[0.998359,0.00006231079,0.00004788015,0.0008685684,0.000184212,0.0004780554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006327226,0.0004987052,0.8720056,0.003671878,0.0001816993,0.0005337725,0.01109297,0.00003979695,0.01618109,0.01264966,0.01090823,0.0659094],"study_design_scores_gemma":[0.002329607,0.001428891,0.05127035,0.00003168117,0.00001441035,0.0003634252,0.002414313,0.0000101859,0.001582895,0.0004292836,0.9398701,0.0002548119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5417932,0.0002303179,0.0001140623,0.4553858,0.0001027156,0.001880507,0.0001814575,0.0002182413,0.00009368039],"genre_scores_gemma":[0.6897258,0.00001213797,0.00002940743,0.3097508,0.0002522045,0.0001117575,0.00000409672,0.00002028974,0.00009354495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9289619,"threshold_uncertainty_score":0.9999679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1040746686637032,"score_gpt":0.4350614231125613,"score_spread":0.3309867544488582,"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."}}