{"id":"W4414499125","doi":"10.46254/na10.20250082","title":"A Computational Framework for Vaccine Selection: Comparing MEREC and CRITIC Weighting Techniques","year":2025,"lang":"en","type":"article","venue":"","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Centre interuniversitaire de recherche sur les reseaux d'entreprise, la logistique et le transport; King Fahd University of Petroleum and Minerals","keywords":"Weighting; Selection (genetic algorithm); Process (computing); Pandemic; Product (mathematics); Analytic hierarchy process","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001977183,0.00008006045,0.0001244728,0.0001056951,0.0002595566,0.0001666372,0.0001732743,0.00003939988,0.000007734627],"category_scores_gemma":[0.00009060551,0.0000725516,0.00002602652,0.0002832194,0.000009346206,0.0001231468,0.0001030253,0.0001468941,0.000001277309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001482946,"about_ca_system_score_gemma":0.00002845424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002729079,"about_ca_topic_score_gemma":0.000003794662,"domain_scores_codex":[0.9993778,0.00002679803,0.0001419161,0.0002399289,0.0000745658,0.0001389776],"domain_scores_gemma":[0.9993725,0.0003934849,0.0000294003,0.00008784628,0.0000862822,0.00003051342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002868679,0.00001954385,0.005450752,0.00004311927,0.00001512426,3.990214e-7,0.00007339226,0.000483854,0.0000208342,0.9011902,0.0007824334,0.09191748],"study_design_scores_gemma":[0.0001255543,0.00003550768,0.001928672,0.00006566904,0.000004333404,0.000008515538,0.000008946968,0.8071182,0.0004954665,0.1875958,0.002534666,0.00007864746],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001773815,0.00008422574,0.9907374,0.0036465,0.0001160834,0.0001183966,2.187282e-7,0.0004251203,0.003098288],"genre_scores_gemma":[0.3299384,0.000001493256,0.6692095,0.0004791211,0.00005877166,0.00001806307,0.000001020416,0.0000026971,0.0002909665],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8066344,"threshold_uncertainty_score":0.2958568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009910985562473267,"score_gpt":0.3065235778668949,"score_spread":0.2966125923044217,"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."}}