{"id":"W4388501451","doi":"10.1136/bmjopen-2023-072238","title":"What are effective vaccine distribution approaches for equity-deserving and high-risk populations during COVID-19? Exploring best practices and recommendations in Canada: protocol for a mixed-methods multiple case codesign study","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University Health Network; Memorial University of Newfoundland; University of Toronto; Université de Sherbrooke; Women's College Hospital; University of Calgary; Toronto Rehabilitation Institute; Sunnybrook Health Science Centre; University of Manitoba; University of British Columbia; Public Health Ontario; Dalhousie University","funders":"Institute of Health Services and Policy Research; Canadian Institutes of Health Research; University of Toronto","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Protocol (science); Equity (law); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Epidemiology; Public health; Family medicine; Virology; Alternative medicine; Infectious disease (medical specialty); Nursing; Disease; Outbreak; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.08275332,0.003103734,0.004570281,0.005287174,0.01102465,0.007189038,0.006555828,0.004579806,0.02905502],"category_scores_gemma":[0.07492801,0.00331278,0.005757118,0.006595908,0.004754724,0.003701861,0.004690645,0.007603037,0.004550674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08711442,"about_ca_system_score_gemma":0.2495669,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3285671,"about_ca_topic_score_gemma":0.5668211,"domain_scores_codex":[0.9606789,0.01903152,0.006238136,0.002908769,0.006448659,0.004694019],"domain_scores_gemma":[0.9452486,0.01343265,0.006526685,0.004037691,0.02600385,0.004750554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02586365,0.01807425,0.01270382,0.1050748,0.001044716,0.001766817,0.128461,0.009049902,0.004885968,0.02314506,0.1227255,0.5472047],"study_design_scores_gemma":[0.06195038,0.01472991,0.06512538,0.1115958,0.002166708,0.000410536,0.09285026,0.009449454,0.01161974,0.0252535,0.6032858,0.00156245],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003409105,0.0003096036,0.002656995,0.0005165552,0.00007886119,0.9899066,0.001754216,0.00003273225,0.001335292],"genre_scores_gemma":[0.003036661,0.0003928641,0.01036133,0.0002210444,0.00001402845,0.9851773,0.0003144948,0.000006658274,0.0004756249],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.6714329,"threshold_uncertainty_score":0.6533093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5307432530091246,"score_gpt":0.5569998552798072,"score_spread":0.02625660227068261,"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."}}