{"id":"W4404737931","doi":"10.2196/65740","title":"Vaccine Certificates Must Go Digital: An Urgent Call for Better Public Health Outcomes","year":2024,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public health; Digital health; Global health; Business; International health; Interoperability; Health policy; Public relations; Computer security; Computer science; Political science; Health care; Medicine; Economics; Economic growth","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02498501,0.0008138841,0.001882621,0.001851729,0.004492268,0.01497076,0.003615015,0.01365832,0.072712],"category_scores_gemma":[0.1158741,0.0004856132,0.001498676,0.002556538,0.007361971,0.02331519,0.01406502,0.01710865,0.01469159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00589736,"about_ca_system_score_gemma":0.02778437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004515473,"about_ca_topic_score_gemma":0.006225082,"domain_scores_codex":[0.9825225,0.008061878,0.001621853,0.001147771,0.003735445,0.002910508],"domain_scores_gemma":[0.8713761,0.05944564,0.01510642,0.007066241,0.01591906,0.03108659],"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":[0.0001764437,0.0002479195,0.005079393,0.002484014,0.0000563592,0.0002237836,0.000618441,0.00025241,0.0002035929,0.04154786,0.5911816,0.3579282],"study_design_scores_gemma":[0.0001118335,0.0003145113,0.009791983,0.01298309,0.00008970285,0.0009569591,0.004279449,0.000348652,0.0003976012,0.07621931,0.8943841,0.0001228921],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001699717,0.02850267,0.001368106,0.9492117,0.009213942,0.00004616246,0.0006884609,0.0002596628,0.009009575],"genre_scores_gemma":[0.1016463,0.1225978,0.01049735,0.7138258,0.03644852,0.0004637752,0.002739989,0.0004913349,0.01128915],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.072712,"threshold_uncertainty_score":0.2432459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1189598301736053,"score_gpt":0.4390820006507541,"score_spread":0.3201221704771488,"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."}}