{"id":"W4409882484","doi":"10.32388/hisnx4.2","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":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Virology; Population; Economics; Medicine; Environmental health; Outbreak; Internal medicine; Infectious disease (medical specialty)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005774935,0.0002561808,0.0005460906,0.0003563573,0.0002828815,0.00004869436,0.0001546539,0.0002384073,0.00006314877],"category_scores_gemma":[0.005705412,0.0002364193,0.0002297591,0.0001567591,0.00002014362,0.00003235146,0.0002755363,0.000465224,0.0000642295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000630439,"about_ca_system_score_gemma":0.001440801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006694094,"about_ca_topic_score_gemma":0.0005193245,"domain_scores_codex":[0.9981335,0.0000419937,0.0004304731,0.0005244101,0.0004868553,0.0003827816],"domain_scores_gemma":[0.9981483,0.0005202886,0.0001558787,0.0005723464,0.0003590377,0.0002441909],"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":[0.0009392784,0.00009268772,0.0355965,0.004255096,0.000366452,0.00002552157,0.0008387892,0.9074302,0.0002851654,0.0005250663,0.04913696,0.0005083395],"study_design_scores_gemma":[0.002646384,0.00007450501,0.00631984,0.0002626941,0.0001476117,9.354251e-7,0.00003963011,0.9829233,0.00009643139,0.004602069,0.002649095,0.0002375321],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05892159,0.001166688,0.8688676,0.05293391,0.001000179,0.01302831,0.00144082,0.0019283,0.0007126284],"genre_scores_gemma":[0.9306249,0.0001146377,0.03262276,0.01175035,0.001193576,0.005113644,0.003996044,0.0002436759,0.01434041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8717033,"threshold_uncertainty_score":0.9640899,"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."}}