{"id":"W4409326899","doi":"10.2139/ssrn.5210208","title":"1 Pre-Exposure Vaccination in the High-Risk Population is Crucial in","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trent University; University of Toronto; York University","funders":"","keywords":"Vaccination; Environmental health; Population; Medicine; Virology","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":[0.001959075,0.0003018691,0.0004554653,0.0003366489,0.0006463696,0.001139713,0.0004603989,0.002066146,0.01334333],"category_scores_gemma":[0.008746356,0.000165603,0.0003504855,0.0004685335,0.0003210751,0.001151836,0.0005408089,0.001551722,0.002662898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003550299,"about_ca_system_score_gemma":0.001030318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002871426,"about_ca_topic_score_gemma":0.002976866,"domain_scores_codex":[0.9986848,0.0006872672,0.00008679983,0.0001793213,0.0001248036,0.0002369896],"domain_scores_gemma":[0.9971604,0.001180969,0.0006501762,0.0002509408,0.0002642299,0.0004931857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003475294,0.001968371,0.7175784,0.001673406,0.0004607339,0.001124412,0.001716579,0.0003006929,0.007451052,0.007676419,0.02028325,0.2362915],"study_design_scores_gemma":[0.0001058308,0.002187112,0.949668,0.0008686609,0.000348697,0.001087546,0.001097547,0.0002219906,0.002223274,0.005453429,0.03670347,0.00003440486],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8393012,0.04143357,0.003453684,0.05627124,0.004264939,0.0002516946,0.003317677,0.0001118476,0.05159419],"genre_scores_gemma":[0.975328,0.007794817,0.001385968,0.006336818,0.001977001,0.0001117108,0.001059334,0.00003147261,0.005974736],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01334333,"threshold_uncertainty_score":0.04463792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02353619832040556,"score_gpt":0.3616280673263447,"score_spread":0.3380918690059392,"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."}}