{"id":"W2102684017","doi":"10.1080/15376520490434665","title":"Automated In Vitro Dermal Absorption (AIDA): Development of a Cost-Effective Diffusion Cell","year":2004,"lang":"en","type":"article","venue":"Toxicology Mechanisms and Methods","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"Dialysis tubing; Absorption (acoustics); Chemistry; Tritiated water; In vitro; Phenol; Chromatography; Cell; Diffusion; Membrane; Biochemistry; Organic chemistry; Tritium; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00177339,0.0003016248,0.000514128,0.0002806823,0.0001971388,0.000005755662,0.0001804325,0.0005844028,0.0002255914],"category_scores_gemma":[0.00006302013,0.0002998194,0.0000651762,0.000249032,0.0002032769,0.0001247288,0.000145352,0.000642784,0.00001735501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002283599,"about_ca_system_score_gemma":0.0001404607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001310775,"about_ca_topic_score_gemma":0.00002344569,"domain_scores_codex":[0.9971538,0.00110169,0.00060699,0.0004581019,0.0001305058,0.0005489217],"domain_scores_gemma":[0.9988846,0.0004991142,0.0002205096,0.0001488834,0.00006751672,0.0001793506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006969376,0.0006445627,0.00003738619,0.0000849915,0.00005143675,0.00003180192,0.001654577,0.001687996,0.8060362,0.001415793,0.000004233545,0.1876541],"study_design_scores_gemma":[0.005296568,0.0002638486,0.001546655,0.00002438984,0.00008391791,0.00002441471,0.0002408044,0.00674438,0.977987,0.004286414,0.003212074,0.0002895195],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5564244,0.000350403,0.4398937,0.0001163878,0.0007246594,0.001715251,0.00001785629,0.0001458078,0.0006115318],"genre_scores_gemma":[0.631852,0.0001253186,0.3668436,0.00059988,0.00002071427,0.0004478462,0.00001996673,0.00002343682,0.00006720609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1873645,"threshold_uncertainty_score":0.9999454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.062657601740377,"score_gpt":0.4510027640148943,"score_spread":0.3883451622745173,"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."}}