{"id":"W4210583958","doi":"10.1098/rsos.211055","title":"When to end a lock down? How fast must vaccination campaigns proceed in order to keep health costs in check?","year":2022,"lang":"en","type":"article","venue":"Royal Society Open Science","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Horizon 2020 Framework Programme; European Commission","keywords":"Rule of thumb; Vaccination; Lock (firearm); Quarter (Canadian coin); Coronavirus disease 2019 (COVID-19); Population; Order (exchange); Medicine; Mortality rate; Psychological intervention; Demography; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Business; Computer science; Environmental health; Geography; Surgery; Virology; Disease; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007749752,0.0001958204,0.0005007754,0.00007523212,0.000851265,0.0002238282,0.001787946,0.00004582699,0.0003106546],"category_scores_gemma":[0.007714835,0.0001717522,0.00005417,0.003725107,0.0000855031,0.0002641742,0.003798181,0.0003593203,0.00002253857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003348827,"about_ca_system_score_gemma":0.000717608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00444884,"about_ca_topic_score_gemma":0.006287634,"domain_scores_codex":[0.9969394,0.0001623329,0.0004354227,0.0008837258,0.0007897082,0.0007894161],"domain_scores_gemma":[0.9984397,0.0005575621,0.0001730784,0.0003330165,0.0002414512,0.0002551595],"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":[0.0002687291,0.002803835,0.1885588,0.0005739931,0.00005647289,0.00002044612,0.2802294,0.02659426,0.001210282,0.0139031,0.3852521,0.1005286],"study_design_scores_gemma":[0.005257112,0.003213741,0.6991419,0.0003347138,0.00002253433,0.000007769783,0.1435484,0.08438405,0.0002418453,0.0312854,0.03022533,0.002337253],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8482217,0.00008178415,0.009119961,0.1326532,0.0002050952,0.006950628,0.00005027216,0.0001124974,0.002604888],"genre_scores_gemma":[0.9558535,0.00000470678,0.02588615,0.0162082,0.00002483424,0.0008093789,0.000003026898,0.0000137571,0.001196473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.510583,"threshold_uncertainty_score":0.9235936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1332180492931743,"score_gpt":0.4234436878287711,"score_spread":0.2902256385355967,"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."}}