{"id":"W3135008617","doi":"10.1503/cmaj.210244","title":"Implementing digital passports for SARS-CoV-2 immunization in Canada","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"COVID-19 Digital Contact Tracing","field":"Computer Science","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa","funders":"Government of Canada","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Coronavirus; Public health; Software deployment; Immunization; Virology; Severe acute respiratory syndrome coronavirus; Medicine; Betacoronavirus; Computer science; Business; Disease; Immunology; Infectious disease (medical specialty); Outbreak; Nursing; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.002074227,0.000282918,0.0001961694,0.001716107,0.007131145,0.004359314,0.001684632,0.001600247,0.02225108],"category_scores_gemma":[0.007969802,0.000368564,0.0004850781,0.001751434,0.001537732,0.001194535,0.00239626,0.001656092,0.001504129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08784388,"about_ca_system_score_gemma":0.3767951,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9964078,"about_ca_topic_score_gemma":0.9976942,"domain_scores_codex":[0.9967998,0.0002826414,0.0001018049,0.0001734649,0.001375887,0.001266277],"domain_scores_gemma":[0.986899,0.0008040573,0.000414705,0.0002532248,0.006275079,0.005353886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002609772,0.0006577888,0.1190626,0.0009195679,0.00009780552,0.001173319,0.005686911,0.004307062,0.003434862,0.04412242,0.4917268,0.3285499],"study_design_scores_gemma":[0.0001667251,0.0002711207,0.1918507,0.00072585,0.00009171356,0.0001978485,0.01044779,0.004734398,0.001665405,0.002038267,0.7876899,0.000120266],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2774695,0.005121223,0.008128594,0.2323352,0.003073338,0.002122741,0.0107219,0.001813834,0.4592137],"genre_scores_gemma":[0.740212,0.005608045,0.01660372,0.02945489,0.0002106631,0.0003820352,0.004521485,0.0002261286,0.2027811],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08784388,"threshold_uncertainty_score":0.637355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01197535212847165,"score_gpt":0.2478986246200285,"score_spread":0.2359232724915568,"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."}}