{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"c1eefb5ad19c","filters":{"venue":"Drug Delivery Letters"}},"results":[{"id":"W2952838944","doi":"10.2174/2210303109666190617170026","title":"Systemic Delivery of Peptide Hormones Using Nasal Powders: Strategies and Future Perspectives","year":2019,"lang":"en","type":"article","venue":"Drug Delivery Letters","topic":"Advanced Drug Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Nasal administration; Hormone; Peptide hormone; Drug delivery; Ghrelin; Pharmacology; Internal medicine; Chemistry","authors":[{"name":"Lisa Engio","is_ca":true},{"name":"Remigius U. Agu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03543976007651628,"gpt":0.3356558742412409,"spread":0.3002161141647247,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004895033,0.0004669115,0.0006589618,0.0003040922,0.0002088624,0.00006368327,0.0003548255,0.0002818535,0.000198753],"category_scores_gemma":[0.000009663186,0.0004677193,0.0001886773,0.0002758467,0.0004067042,0.001084786,0.0001546381,0.0007018069,0.00009856852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00021176,"about_ca_system_score_gemma":0.0001466185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002211668,"about_ca_topic_score_gemma":0.00001706069,"domain_scores_codex":[0.9971863,0.0005581537,0.0006057621,0.0006686068,0.0003262224,0.0006549747],"domain_scores_gemma":[0.9984378,0.0003675515,0.0004083525,0.0003590028,0.000225408,0.000201895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007487385,0.0001460877,0.01580433,0.000611535,0.0006742582,0.0001334784,0.01617739,0.01460838,0.9455372,0.0009387782,0.002462392,0.002157439],"study_design_scores_gemma":[0.01327655,0.0005557291,0.006916699,0.0009822414,0.001563683,0.001749108,0.8132861,0.0517459,0.05846214,0.0002386349,0.04672631,0.00449691],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826782,0.01340149,0.0001189636,0.0006481013,0.001672974,0.000733334,0.00007935552,0.0001327261,0.0005349058],"genre_scores_gemma":[0.9961874,0.001468098,0.0005098666,0.0009090544,0.0006981567,0.00001586359,0.00001769531,0.00006074218,0.0001331393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8870751,"threshold_uncertainty_score":0.9997774,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387457062","doi":"10.2174/0122103031246178231001111944","title":"Recent Advances in Combating Acne with Novel Drug Delivery Systems:A Review","year":2023,"lang":"en","type":"review","venue":"Drug Delivery Letters","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Acne; Niosome; Medicine; Drug delivery; Drug; Solid lipid nanoparticle; Liposome; Dermatology; Acne treatment; Adapalene; Cosmetics; Pharmacology; Nanotechnology; Chemistry; Pathology","authors":[{"name":"Melroy D'Sa","is_ca":false},{"name":"Shreyash S. Mahadik","is_ca":true},{"name":"Nrupesh Patel","is_ca":false},{"name":"Sahaya Nadar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03489736960708177,"gpt":0.3083065912005993,"spread":0.2734092215935175,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000693009,0.0008520853,0.00337039,0.0003790743,0.0001463451,0.0000480355,0.0002659606,0.0001581049,0.00002753969],"category_scores_gemma":[0.00004648446,0.0005384433,0.0004510781,0.0009975681,0.00008813533,0.000245654,0.0001294368,0.0007462171,0.0002300341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005569602,"about_ca_system_score_gemma":0.0003115139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000202082,"about_ca_topic_score_gemma":0.00008649682,"domain_scores_codex":[0.9963861,0.0002565471,0.001080187,0.0008629008,0.0006007195,0.0008135941],"domain_scores_gemma":[0.9979416,0.0004293337,0.0006288637,0.0006422075,0.0001091309,0.0002488622],"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":[0.00004201557,0.0002067299,0.00007322147,0.1842164,0.0006334663,0.001472847,0.00009879954,0.00002348941,0.000002576125,0.000003529388,0.03386229,0.7793646],"study_design_scores_gemma":[0.000829101,0.0000540871,0.000005481687,0.2788947,0.001887881,0.0001558545,0.00006066508,0.00001903992,5.212294e-7,1.516921e-7,0.7176697,0.0004228748],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006570151,0.9938074,0.000007058006,0.001154384,0.0005766868,0.003272071,0.0001151911,0.000162748,0.0002473966],"genre_scores_gemma":[0.000008883586,0.9943648,0.000100962,0.003166223,0.0003358435,0.0004740592,0.0008226004,0.0001602945,0.0005663498],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7789418,"threshold_uncertainty_score":0.9997067,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4243455690","doi":"10.2174/2210304x11101020118","title":"Delivery Systems for Applications in siRNA Technology","year":2011,"lang":"en","type":"article","venue":"Drug Delivery Letters","topic":"RNA Interference and Gene Delivery","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Small interfering RNA; RNA interference; Nanocarriers; RNA; Trans-acting siRNA; Viral vector; Gene silencing; Computational biology; Biology; Cell biology; Gene; Genetics; Pharmacology; Drug","authors":[{"name":"Kathleen Hefferon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01375422058433917,"gpt":0.2193686875187707,"spread":0.2056144669344315,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001271827,0.0001825939,0.0001744766,0.0002114607,0.00007124602,0.00001696424,0.0003759836,0.0001484511,0.000008566436],"category_scores_gemma":[0.00001157516,0.0001861661,0.000101443,0.0001654778,0.00009745265,0.000009441327,0.00009282573,0.00009860907,0.00003640874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002932182,"about_ca_system_score_gemma":0.00003806469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000203363,"about_ca_topic_score_gemma":0.00009171275,"domain_scores_codex":[0.9988316,0.00002891076,0.0002699616,0.0004306219,0.00007522618,0.000363648],"domain_scores_gemma":[0.9993343,0.00001545295,0.00008346055,0.0004150215,0.00009509597,0.00005670726],"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":[0.0002024082,0.0001870418,0.02361535,0.00006915017,0.0001284925,0.0000149109,0.0002988898,0.0002310459,0.9487877,0.0004089839,0.02322675,0.002829303],"study_design_scores_gemma":[0.00306854,0.0006110885,0.006710108,0.0001587316,0.0001435309,0.00006367875,0.004068541,0.001087,0.7819089,0.0004998641,0.1997899,0.001890105],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930967,0.001607876,0.003791837,0.0002264458,0.0002025356,0.0005785393,0.00004169221,0.00003349509,0.0004208548],"genre_scores_gemma":[0.9972127,0.0003656516,0.0006054562,0.0008205753,0.0001468249,0.0004877812,0.0001280709,0.00002702316,0.0002059187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1765631,"threshold_uncertainty_score":0.7591634,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}