{"id":"W4411657322","doi":"10.51847/chumuni","title":"10.51847/chUMuNI","year":2000,"lang":"en","type":"review","venue":"Time to knit","topic":"Advanced Drug Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Buccal administration; Drug delivery; Drug; Computer science; Medicine; Pharmacology; Nanotechnology; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005654512,0.0007885878,0.002064835,0.0003632039,0.0002217298,0.0000317019,0.00097281,0.001121866,0.9894564],"category_scores_gemma":[0.00007162119,0.0007373111,0.0005500988,0.0005712271,0.0001193607,0.0001036942,0.0002078018,0.001473782,0.9950376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002549277,"about_ca_system_score_gemma":0.0002403127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004848869,"about_ca_topic_score_gemma":9.721451e-8,"domain_scores_codex":[0.9962057,0.001119898,0.0009310702,0.0007253029,0.0002301863,0.0007878788],"domain_scores_gemma":[0.9976279,0.0006861555,0.000327597,0.0007372242,0.00007817401,0.0005429062],"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":[0.00005091227,0.00008670382,3.936483e-9,0.00173652,0.0002949716,0.00006896757,0.0000122627,0.00007266526,3.147821e-7,0.000001802901,0.08009234,0.9175825],"study_design_scores_gemma":[0.0002646263,0.0001021873,9.95357e-9,0.001344155,0.00103113,0.0001282724,6.021545e-7,0.00003291667,6.003722e-7,9.670692e-7,0.9963518,0.00074275],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[3.718725e-8,0.5265811,4.505882e-7,0.00001372593,0.0000504897,0.0009192648,0.0002221232,0.0001847259,0.4720281],"genre_scores_gemma":[7.37201e-9,0.4343672,0.00003146502,0.0000923218,0.0005049658,0.000201009,0.0001752446,0.00009579491,0.564532],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9168398,"threshold_uncertainty_score":0.9995078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1269513252857691,"score_gpt":0.4180177891654689,"score_spread":0.2910664638796998,"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."}}