{"id":"W4241761856","doi":"10.1002/cjce.22941","title":"Issue Highlights","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transdermal; Penetration (warfare); Computer science; Emulsion; Drug delivery; Nanotechnology; Chemistry; Materials science; Operations research; Engineering; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003096009,0.0001063535,0.0001471198,0.00005483764,0.000315706,0.0000492405,0.000765372,0.0001209337,0.0005100032],"category_scores_gemma":[0.0002066207,0.00008008183,0.00007386528,0.0000278859,0.0001851263,0.000143426,0.00001959973,0.0007649807,0.00004772823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001173937,"about_ca_system_score_gemma":0.0001685261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002580693,"about_ca_topic_score_gemma":0.000108543,"domain_scores_codex":[0.9992913,0.00002111761,0.0002209877,0.0000652712,0.00009949411,0.0003018048],"domain_scores_gemma":[0.9990321,0.0001014204,0.0001345331,0.0002020548,0.00007726127,0.0004526676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003195692,0.0001119957,0.003238422,0.0002116188,0.00152895,0.002523132,0.003699473,0.1013814,0.7829303,0.02015558,0.04094801,0.04295161],"study_design_scores_gemma":[0.0008123132,0.00002517731,0.000335089,0.00004801552,0.0001073884,0.0002044782,0.000008202561,0.004239658,0.3894399,0.0003470873,0.6042347,0.0001980745],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683567,0.001726626,0.0007893282,0.01694484,0.006623467,0.0001742926,0.00002602175,0.00002485673,0.005333865],"genre_scores_gemma":[0.9982353,0.00001703979,0.0002470378,0.0004737643,0.0007547177,0.000001462573,6.363913e-7,0.00001476219,0.0002552629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5632867,"threshold_uncertainty_score":0.5584178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05372840637807318,"score_gpt":0.3590827056169543,"score_spread":0.3053542992388811,"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."}}