{"id":"W4405810128","doi":"10.3390/gels11010007","title":"Beyond Needles: Immunomodulatory Hydrogel-Guided Vaccine Delivery Systems","year":2024,"lang":"en","type":"review","venue":"Gels","topic":"Immunotherapy and Immune Responses","field":"Immunology and Microbiology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia","funders":"Michael Smith Health Research BC; Canadian Bee Research Fund","keywords":"Immunogenicity; Self-healing hydrogels; Limiting; Immune system; Immunization; Nanotechnology; Medicine; Risk analysis (engineering); Immunology; Materials science; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003181727,0.0006375633,0.0007731686,0.001198188,0.0002035048,0.0008560704,0.0005618602,0.001021482,0.00308762],"category_scores_gemma":[0.0002983615,0.0002793025,0.0004428076,0.000787221,0.000366363,0.001382243,0.0004556092,0.001545811,0.00174989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004535464,"about_ca_system_score_gemma":0.0004796222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004775447,"about_ca_topic_score_gemma":0.0007338235,"domain_scores_codex":[0.999856,0.00002344799,0.00001207135,0.0000248529,0.00006444082,0.00001910633],"domain_scores_gemma":[0.9999042,0.00004458216,0.00001712429,0.000003513267,0.00002139155,0.000009289617],"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":[0.0000673031,0.0001010293,0.0001032263,0.02280331,0.00007166278,0.0003361739,0.0001185058,0.0006807038,0.03418221,0.01469858,0.02258842,0.9042488],"study_design_scores_gemma":[0.00001046954,0.0001230474,0.0001975478,0.001540952,0.00004131872,0.0007341356,0.00003224806,0.00015495,0.005062112,0.001695004,0.9903931,0.00001505032],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004753417,0.9955048,0.0007756033,0.0002477963,0.0002884483,0.00001310189,0.00002173688,0.00002044719,0.00265284],"genre_scores_gemma":[0.003254109,0.9924319,0.0009216407,0.0003376403,0.0001788448,0.0000192414,0.0000386793,0.000005788193,0.00281215],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00308762,"threshold_uncertainty_score":0.01032907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02984055261488476,"score_gpt":0.2933292104682113,"score_spread":0.2634886578533265,"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."}}