{"id":"W7126986239","doi":"","title":"Safety, Usability, and Acceptability of Microarray Patches for Vaccination","year":2025,"lang":"en","type":"dissertation","venue":"The Sydney eScholarship Repository (The University of Sydney)","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Vaccination; Scale (ratio); Health care; Descriptive statistics; Perception; Thematic map; Immunization","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001832013,0.0003629395,0.0005895545,0.0001425578,0.001125762,0.00001979682,0.001132921,0.0007117911,0.0003950978],"category_scores_gemma":[0.0003612121,0.0003101787,0.0003486377,0.0002460311,0.0005345033,0.0002711706,0.0001568294,0.001294327,0.000003165818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002206082,"about_ca_system_score_gemma":0.0003444937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001888295,"about_ca_topic_score_gemma":0.0002596128,"domain_scores_codex":[0.9970625,0.0011703,0.0006248105,0.0005376252,0.0002878271,0.000316919],"domain_scores_gemma":[0.996155,0.001768328,0.0007347621,0.0006598887,0.0005713921,0.0001106198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.04588255,0.00430171,0.0988689,0.02710958,0.009604204,0.00004743687,0.07225552,0.002678056,0.3408584,0.01021048,0.005935614,0.3822476],"study_design_scores_gemma":[0.008168094,0.0006413038,0.2791405,0.0006590281,0.008451405,0.00002528628,0.03301061,0.00107687,0.5054709,0.009778216,0.1519823,0.001595411],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796326,0.002043708,0.0006201178,0.0006216561,0.00215495,0.002403036,0.0004384844,0.00005750811,0.01202797],"genre_scores_gemma":[0.9887365,0.0009010374,0.0004487249,0.0001255753,0.00008127831,0.0000090678,0.0002522224,0.00002731966,0.009418299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3806522,"threshold_uncertainty_score":0.999935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04362753955059314,"score_gpt":0.34846505959888,"score_spread":0.3048375200482869,"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."}}