{"id":"W4317838208","doi":"10.32388/hisnx4","title":"A Population-Based Model for Rationing COVID-19 Vaccine","year":2023,"lang":"en","type":"preprint","venue":"Qeios","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Pneumonia; Medical diagnosis; Viral pneumonia; Medicine; Population; Vaccination; Odds ratio; Disease; Environmental health; Immunology; Coronavirus disease 2019 (COVID-19); Internal medicine; Infectious disease (medical specialty); Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003818303,0.0009386333,0.001430424,0.001199653,0.0004896043,0.002270026,0.002200017,0.00253798,0.01406835],"category_scores_gemma":[0.009109198,0.0007503179,0.001492686,0.001371455,0.0008955832,0.001382522,0.001127776,0.0020074,0.001494845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003226405,"about_ca_system_score_gemma":0.002099388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05068602,"about_ca_topic_score_gemma":0.02318891,"domain_scores_codex":[0.9988218,0.0006549061,0.00003327445,0.000275764,0.00006063297,0.0001537348],"domain_scores_gemma":[0.9976305,0.001749222,0.0002118782,0.00008211622,0.0001953368,0.0001309873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003078946,0.0001212876,0.01469665,0.00009124917,0.000207158,0.000303207,0.000166642,0.9088703,0.0002203321,0.05618611,0.006297313,0.01253192],"study_design_scores_gemma":[0.00007664923,0.00006378956,0.002137551,0.00002332192,0.00006077104,0.00008087492,0.00008575928,0.9792675,0.00003400521,0.01509864,0.003052593,0.00001855602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3534093,0.002358145,0.560616,0.01081311,0.0007256787,0.001015672,0.01839632,0.0008956621,0.05177013],"genre_scores_gemma":[0.8779284,0.0009977508,0.06894153,0.0006897161,0.0002385735,0.0008892529,0.003434809,0.0001197903,0.0467602],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05068602,"threshold_uncertainty_score":0.100782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3031168206655966,"score_gpt":0.4808175852554994,"score_spread":0.1777007645899028,"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."}}