{"id":"W4200179799","doi":"10.3390/gels8010001","title":"Peptide-Mucin Binding and Biosimilar Mucus-Permeating Properties","year":2021,"lang":"en","type":"article","venue":"Gels","topic":"Advanced Drug Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mucin; Mucus; Chemistry; Peptide; In vitro; Biophysics; Bioavailability; Biochemistry; Biology; Pharmacology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003965459,0.0001897479,0.0002495436,0.00006905821,0.0003550104,0.00003764544,0.0001123749,0.000194706,0.0004795965],"category_scores_gemma":[0.0001917069,0.0001765962,0.0000528878,0.0001872665,0.0001327755,0.0001888152,0.0001468096,0.0004292812,0.0002176919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005852211,"about_ca_system_score_gemma":0.00006776438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000706199,"about_ca_topic_score_gemma":0.00001292571,"domain_scores_codex":[0.9984588,0.0003336059,0.0002999933,0.0003724396,0.0001243495,0.0004108362],"domain_scores_gemma":[0.9992711,0.0001779283,0.00009406723,0.0001868908,0.0001112475,0.0001587647],"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":[0.00005049769,0.00007966769,0.01909881,0.0001562187,0.0001351232,0.0001884727,0.002600127,0.0006207562,0.9524701,0.0003178227,0.003234742,0.02104769],"study_design_scores_gemma":[0.001234084,0.00005683989,0.0007605908,0.0001188858,0.00009537129,0.0002751143,0.002750866,0.003686802,0.65266,0.0001273254,0.3377792,0.0004549191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883319,0.004308089,0.0001101294,0.0008252566,0.0008779413,0.0002404431,0.00003424561,0.0001325352,0.005139506],"genre_scores_gemma":[0.9905336,0.0003614647,0.0006487866,0.001366405,0.0002748644,0.00003473189,0.00001237587,0.0000290909,0.006738611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3345445,"threshold_uncertainty_score":0.7201385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1665461371020159,"score_gpt":0.4088111727645264,"score_spread":0.2422650356625105,"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."}}