{"id":"W6958474521","doi":"10.6084/m9.figshare.9928634.v1","title":"Protein drug delivery: current dosage form profile and formulation strategies","year":2019,"lang":"en","type":"article","venue":"Figshare","topic":"Advanced Drug Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"DrugBank; Drug; Excipient; Dosage form; Pharmacokinetics; Pharmaceutical technology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001217708,0.0002115945,0.0002027836,0.00007172894,0.0001439131,0.00005019015,0.0001632013,0.0001602829,0.07138184],"category_scores_gemma":[0.00005728821,0.0001985381,0.00005368654,0.0001201799,0.00001073688,0.0006959555,0.0001265718,0.0004616882,0.004745973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007374813,"about_ca_system_score_gemma":0.00009867116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005657476,"about_ca_topic_score_gemma":0.00001661272,"domain_scores_codex":[0.9987815,0.0001116188,0.0002517067,0.0003208132,0.0001514177,0.0003829224],"domain_scores_gemma":[0.9992483,0.0001370799,0.000166338,0.0001855976,0.0001227733,0.0001399587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001085328,0.0006935119,0.007932814,0.008472553,0.0003789653,0.00008155299,0.007994883,0.002249416,0.06337933,0.004081646,0.5008425,0.4028075],"study_design_scores_gemma":[0.001609666,0.0000984823,0.001688713,0.0007909514,0.00002513805,0.00001289419,0.0005536322,0.01784599,0.01807702,0.0005917442,0.9582176,0.0004881693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9047841,0.003653805,0.000009114079,0.00009623604,0.0006152056,0.003987505,0.07492648,0.0003216098,0.01160597],"genre_scores_gemma":[0.9808003,0.00001601666,0.00006581168,0.00008967657,0.0001671463,0.0005028057,0.01702797,0.00002709067,0.001303133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4573751,"threshold_uncertainty_score":0.996029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09229113306281414,"score_gpt":0.3984271033944571,"score_spread":0.306135970331643,"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."}}