{"id":"W7133097526","doi":"","title":"The Need for Shared Health Governance, Mutual Collective Accountability, and Transparency in COVAX","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Accountability; Transparency (behavior); Qualitative research; Key (lock); Corporate governance; Qualitative analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06414701,0.0002505981,0.0006449386,0.001201745,0.01379609,0.01093434,0.001211339,0.003272505,0.002399606],"category_scores_gemma":[0.05052436,0.0004537757,0.0003563685,0.001798411,0.03794806,0.01638734,0.01614967,0.005703749,0.0001620886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008603614,"about_ca_system_score_gemma":0.01712733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003325756,"about_ca_topic_score_gemma":0.003485044,"domain_scores_codex":[0.8965561,0.08875721,0.001812742,0.002520221,0.00546396,0.004889767],"domain_scores_gemma":[0.8992082,0.07596564,0.01052904,0.004532464,0.003950032,0.005814678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004319966,0.00006682266,0.005444922,0.0003372634,0.0000135062,0.0004495279,0.791087,0.0002153432,0.0007955718,0.1865082,0.0012276,0.0138111],"study_design_scores_gemma":[0.00002075279,0.0001392225,0.006006422,0.0006110684,0.00001528652,0.0003610096,0.8608251,0.0005375792,0.0004654117,0.06452099,0.06645284,0.00004432296],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7811378,0.002461001,0.03019159,0.08767341,0.0003012087,0.0004288876,0.00004752878,0.00005753369,0.09770102],"genre_scores_gemma":[0.9954401,0.0002303734,0.001955608,0.001153338,0.00003186196,0.00008954513,0.000007290254,0.000009444299,0.001082299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06414701,"threshold_uncertainty_score":0.3392459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04817330964966095,"score_gpt":0.4385034775939615,"score_spread":0.3903301679443005,"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."}}