{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.04383707,0.0004683696,0.0006701762,0.001252548,0.007021301,0.01780437,0.002148717,0.01524822,0.013566],"category_scores_gemma":[0.06457867,0.0004906094,0.001562881,0.001504441,0.009822414,0.0146439,0.01139917,0.008827933,0.002149023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01803956,"about_ca_system_score_gemma":0.05643234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01642305,"about_ca_topic_score_gemma":0.01151985,"domain_scores_codex":[0.964712,0.01788185,0.001719392,0.00238577,0.004884548,0.008416473],"domain_scores_gemma":[0.9562173,0.01903228,0.005111916,0.004199178,0.006496527,0.008942834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006421008,0.0008199286,0.02371665,0.00126329,0.0001258573,0.0006967146,0.009482288,0.006780542,0.004432073,0.6122057,0.08081636,0.2590185],"study_design_scores_gemma":[0.0003513896,0.003427873,0.04112165,0.002413552,0.0002252643,0.001176829,0.02643638,0.00654368,0.01339237,0.138379,0.766077,0.0004549111],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06929809,0.006016001,0.009823461,0.8421506,0.001559693,0.000176923,0.0001781712,0.0004512487,0.07034592],"genre_scores_gemma":[0.884005,0.006221667,0.00828284,0.0860956,0.0009093655,0.0002526881,0.0001012822,0.00008360017,0.01404803],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9929787,"threshold_uncertainty_score":0.2318354,"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."}}