{"id":"W4411648072","doi":"10.2139/ssrn.5316656","title":"A Thermostable Nasal Spray Dried Covid Vaccine Candidate","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Nasal spray; 2019-20 coronavirus outbreak; Medicine; Nasal administration; Infectious disease (medical specialty); Internal medicine","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":[0.0001692322,0.0002368016,0.0002465171,0.0001002668,0.0001181255,0.0002152587,0.0001745257,0.0003463087,0.004813769],"category_scores_gemma":[0.000140633,0.00008514125,0.0002782397,0.00009183709,0.000112795,0.0001287268,0.0001615857,0.0004219271,0.001330829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001675414,"about_ca_system_score_gemma":0.0001417052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002699914,"about_ca_topic_score_gemma":0.0002650185,"domain_scores_codex":[0.9999239,0.000009703426,0.000004338027,0.00002264819,0.00002301935,0.00001639048],"domain_scores_gemma":[0.9999588,0.000005955065,0.000009372439,0.000005354697,0.000008701268,0.00001179183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002550681,0.00004832373,0.0001321985,0.00004033073,0.000008931288,0.00006407669,0.000011502,0.000159294,0.993989,0.0001462688,0.0003003714,0.004844564],"study_design_scores_gemma":[0.00009499602,0.002273038,0.002129562,0.0000130252,0.00003726486,0.0005795693,0.00002922956,0.001208456,0.979085,0.0001109817,0.01442675,0.0000122135],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773029,0.003633062,0.01107863,0.000398907,0.0003965792,0.0001478474,0.001138537,0.0001898043,0.005713804],"genre_scores_gemma":[0.9725301,0.001022742,0.008051231,0.0002909963,0.00004691774,0.00005433544,0.001884231,0.0000474611,0.01607185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004813769,"threshold_uncertainty_score":0.01610363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01913410596438266,"score_gpt":0.3388687309789203,"score_spread":0.3197346250145377,"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."}}