{"id":"W4239535951","doi":"10.32920/ryerson.14655951.v1","title":"Ballistic impact of single particles into gelatin : experiments and modeling with application to transdermal pharmaceutical delivery","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Gelatin; Materials science; Transdermal; Penetration (warfare); Composite material; Biomedical engineering; Tungsten carbide; Penetration depth; Human skin; Calibration; Nanotechnology; Optics; Chemistry","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":[0.0003474508,0.0003711163,0.000256345,0.0002514199,0.0001462127,0.0003387165,0.0004212034,0.0005909847,0.0008649745],"category_scores_gemma":[0.0006881432,0.0002545248,0.0003043813,0.0002805007,0.0004250013,0.0003933869,0.0003284077,0.000308066,0.0001255374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004845379,"about_ca_system_score_gemma":0.0002480236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003154529,"about_ca_topic_score_gemma":0.00199846,"domain_scores_codex":[0.9998492,0.0000231105,0.00001035158,0.00002814926,0.00006938736,0.00001983183],"domain_scores_gemma":[0.9997398,0.0001418232,0.00004494163,0.00003033493,0.00003046627,0.00001256398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002041422,0.0001802387,0.002602254,0.0003083983,0.00001436353,0.0006516097,0.0003939881,0.3600566,0.6197213,0.001118251,0.0001543874,0.01459461],"study_design_scores_gemma":[0.00002553154,0.0005701942,0.004065228,0.0000158958,0.00001200205,0.0001899991,0.00009851958,0.8364416,0.1575359,0.0002223597,0.0007944538,0.00002829465],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9401521,0.0004041884,0.05666804,0.00009279492,0.00001713286,0.0001956424,0.0001634162,0.0001743864,0.002132268],"genre_scores_gemma":[0.9812979,0.000490701,0.01734818,0.000008151711,0.000002747041,0.00005712395,0.00005216963,0.00001264778,0.0007303998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003154529,"threshold_uncertainty_score":0.006272316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1455303968218916,"score_gpt":0.4645024269804296,"score_spread":0.318972030158538,"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."}}