{"id":"W2565908403","doi":"10.1080/21645515.2016.1239668","title":"Current prospects and future challenges for nasal vaccine delivery","year":2016,"lang":"en","type":"review","venue":"Human Vaccines & Immunotherapeutics","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":150,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Medicine; Nasal administration; Delivery system; Healthcare delivery; Business; Intensive care medicine; Health care; Immunology; Pharmacology; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004385239,0.0007609871,0.002773036,0.0003353744,0.000211604,0.0000412526,0.0003238581,0.0004506887,0.000124072],"category_scores_gemma":[0.00004682835,0.0004910032,0.0006652101,0.0001033708,0.00006107845,0.00008766715,0.0001602486,0.0006465781,0.0000366432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001603015,"about_ca_system_score_gemma":0.0001686609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003009041,"about_ca_topic_score_gemma":0.00001660087,"domain_scores_codex":[0.9969037,0.0002085423,0.0009853025,0.0007741344,0.0002153686,0.0009129901],"domain_scores_gemma":[0.998261,0.0001237334,0.0003976806,0.0007357107,0.0002472427,0.0002346298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002655379,0.0001425063,0.00007063454,0.01975349,0.0006571664,0.00001277765,0.00003400925,2.563045e-9,0.00002279829,0.0006686014,0.001637936,0.9767345],"study_design_scores_gemma":[0.003135038,0.001516686,0.0007137278,0.01196611,0.0006642352,0.0003123184,0.00001577045,0.000001153432,9.219542e-7,0.0003499028,0.9809444,0.0003797161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001305592,0.9953533,0.00003349407,0.001143769,0.000607675,0.002436586,0.0001098815,0.000107688,0.00007708918],"genre_scores_gemma":[0.0000537638,0.9942774,0.0002177451,0.0001878359,0.003907669,0.0004858516,0.0002384176,0.0001910181,0.0004403027],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9793065,"threshold_uncertainty_score":0.9997542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1085921710810035,"score_gpt":0.4114131552102938,"score_spread":0.3028209841292903,"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."}}