{"id":"W6958774053","doi":"10.6084/m9.figshare.27683906.v1","title":"Additional file 1 of Engineered vildagliptin-loaded polymeric nanoparticles via microfluidic and spray drying for enhanced antidiabetic activity","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Microencapsulation and Drying Processes","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Microfluidics; Spray drying; Nanoparticle; Freeze-drying","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001630699,0.00009524449,0.0001124568,0.00001560077,0.00008649442,0.00005343327,0.00007098479,0.00005068908,0.8721193],"category_scores_gemma":[0.0005058225,0.00004653684,0.00005524797,0.0002273183,0.00001129221,0.000117572,0.00003018884,0.00004560692,0.0001475022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006627481,"about_ca_system_score_gemma":0.00001653996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002528147,"about_ca_topic_score_gemma":0.000002512159,"domain_scores_codex":[0.9994355,0.00001330319,0.0001137055,0.0002030601,0.00007882623,0.0001556392],"domain_scores_gemma":[0.9986355,0.00118767,0.00004722294,0.00002601442,0.00005343135,0.00005018239],"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":[0.000003427145,0.000009298278,2.022021e-7,0.00008217451,0.000004223332,2.517882e-7,0.00001243871,1.473585e-7,0.5625936,4.632428e-7,0.4245382,0.01275558],"study_design_scores_gemma":[0.00003518438,0.00004561608,0.0008833989,0.0006357044,0.000003626563,0.000002150233,0.00001269736,0.00008600426,0.7493885,0.00001527487,0.2488018,0.00009001538],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1076289,0.0008982265,0.000001599177,0.00007304076,0.00001952147,0.0001307704,0.8911068,0.00007483685,0.00006629263],"genre_scores_gemma":[0.73548,0.000003126472,0.00006263465,0.00003403985,0.00007336654,0.000206178,0.263947,0.000001414725,0.000192303],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.8719718,"threshold_uncertainty_score":0.1897717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02039029580840672,"score_gpt":0.2178412471240614,"score_spread":0.1974509513156547,"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."}}