{"id":"W2296628080","doi":"10.1038/srep18062","title":"Strategies for Early Vaccination During Novel Influenza Outbreaks","year":2015,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Medicago (Canada); York University","funders":"Mitacs; Compute Canada","keywords":"Vaccination; Outbreak; Population; Medicine; Demography; Transmissibility (structural dynamics); Demographics; Attack rate; Environmental health; Influenza vaccine; Residence; Immunology; Virology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001924397,0.0005710633,0.0005316868,0.0004016028,0.000341558,0.0009297853,0.001416666,0.0008385873,0.003338709],"category_scores_gemma":[0.004559298,0.0002940292,0.0004901642,0.0002078439,0.0003141216,0.001051953,0.0007127278,0.0008834957,0.000465259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001405619,"about_ca_system_score_gemma":0.002663791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01650838,"about_ca_topic_score_gemma":0.01830498,"domain_scores_codex":[0.999445,0.0003262509,0.00001666962,0.0000732185,0.00007060424,0.00006812126],"domain_scores_gemma":[0.9992424,0.0003882613,0.000161063,0.00003557309,0.00008571444,0.00008696947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003604814,0.0005301211,0.04126589,0.0005696442,0.0002492847,0.0004169186,0.0008220674,0.8041191,0.005682059,0.05361279,0.005552486,0.08681917],"study_design_scores_gemma":[0.0002875333,0.001037528,0.02002987,0.0002302338,0.0002011207,0.0002884457,0.0006537943,0.9153033,0.001644083,0.04548816,0.01477099,0.00006486981],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.424236,0.003147728,0.5312317,0.007705268,0.0002267112,0.001486217,0.001031369,0.0007140375,0.03022093],"genre_scores_gemma":[0.9467632,0.001174674,0.04656978,0.000414958,0.00004039102,0.0005084132,0.0002408251,0.00002498396,0.004262714],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01650838,"threshold_uncertainty_score":0.03282458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1438257499129589,"score_gpt":0.3994821145677563,"score_spread":0.2556563646547975,"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."}}