{"id":"W7100061118","doi":"","title":"SYMPOSIUM Public Health Strategies for Distribution of Influenza Vaccine During an Influenza Pandemic","year":2013,"lang":"en","type":"article","venue":"","topic":"Business, Innovation, and Economy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Influenza vaccine; Distribution (mathematics); Influenza pandemic; Public health; Preparedness; Live attenuated influenza vaccine; Vaccination","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":[0.0004989114,0.0001615847,0.0004283641,0.0002173126,0.0001648977,0.0001759507,0.0002010017,0.0001089422,0.0004028823],"category_scores_gemma":[0.00004283873,0.0001782552,0.0000679291,0.0003544977,0.00003149187,0.002401161,0.00003481904,0.00008136277,0.0000837202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001475764,"about_ca_system_score_gemma":0.0001064453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001615819,"about_ca_topic_score_gemma":0.0001353089,"domain_scores_codex":[0.9980862,0.000008545539,0.00114306,0.0003375469,0.00002454615,0.000400107],"domain_scores_gemma":[0.9986684,0.00002536237,0.0006513154,0.0003339475,0.0002228145,0.00009821069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001542045,0.0001187638,0.8214545,0.0002377816,0.00004254925,3.188347e-8,0.000329265,0.0002291065,0.0001297651,0.1760882,0.0008743368,0.0004802765],"study_design_scores_gemma":[0.001474437,0.0001138615,0.9513465,0.00001245061,0.0000023333,0.000002394007,0.00047431,0.001652898,0.00007444606,0.02244439,0.02210842,0.0002935222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859648,0.000269479,0.01110402,0.0006322502,0.0001889313,0.0005043251,0.0001582421,0.00008391964,0.00109398],"genre_scores_gemma":[0.9980714,0.00006071516,0.0003555195,0.0009095047,0.0001306192,0.0001311413,0.0002112516,0.00002150078,0.0001083294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1536438,"threshold_uncertainty_score":0.7269036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0781603772634222,"score_gpt":0.2690789861524426,"score_spread":0.1909186088890204,"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."}}