{"id":"W3138537138","doi":"10.1080/21645515.2021.1969849","title":"A scoping review of global vaccine certificate solutions for COVID-19","year":2021,"lang":"en","type":"review","venue":"Human Vaccines & Immunotherapeutics","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa; Ottawa Hospital","funders":"Canadian Institutes of Health Research","keywords":"Coronavirus disease 2019 (COVID-19); Metadata; Internet privacy; Preprint; Business; Data science; Computer science; World Wide Web; Medicine","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"],"consensus_categories":[],"category_scores_codex":[0.001400303,0.0008714343,0.00476917,0.0002838858,0.0004529962,0.00007538684,0.000815147,0.0005332785,0.0002269351],"category_scores_gemma":[0.0006965991,0.0007359622,0.002121148,0.001451542,0.00008599598,0.00008084696,0.000318911,0.0005901771,0.00004815721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009641823,"about_ca_system_score_gemma":0.005517983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008819989,"about_ca_topic_score_gemma":0.0000906213,"domain_scores_codex":[0.9945373,0.0003672912,0.002479548,0.0009580239,0.0006183881,0.001039436],"domain_scores_gemma":[0.995361,0.0005986821,0.001048567,0.001993775,0.0008593656,0.000138614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008893178,0.0004195455,0.00006883566,0.7439593,0.001583224,0.00003108812,0.00003401862,7.403174e-8,0.0001317259,0.001261872,0.002253217,0.2501681],"study_design_scores_gemma":[0.001368525,0.0002102924,0.000005231901,0.3238212,0.00305089,0.0002010773,0.00001151143,0.000003295691,0.00002677202,0.00007437616,0.6708263,0.0004005636],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000637765,0.9907501,0.00102304,0.0005300883,0.0002735666,0.006809255,0.000206976,0.0001511615,0.0002494159],"genre_scores_gemma":[0.000004176603,0.9648768,0.000264271,0.03279892,0.0003753401,0.001105187,0.0002971571,0.0001769807,0.0001012274],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6685731,"threshold_uncertainty_score":0.9995092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.372233384590928,"score_gpt":0.5088390523518952,"score_spread":0.1366056677609672,"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."}}