{"id":"W7132900647","doi":"","title":"Studies of stimuli-responsive hydrogel nanoparticle containing membranes and the development of a closed-loop glucose-responsive insulin delivery device","year":2008,"lang":"","type":"dissertation","venue":"TSpace","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Membrane; Insulin delivery; Drug delivery; Insulin; Nanoparticle; Kinetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002317812,0.0001784878,0.0001567732,0.00009038168,0.000113302,0.0003317644,0.0001983345,0.0002900499,0.0006478186],"category_scores_gemma":[0.0002584439,0.0001131923,0.0001593216,0.00006573413,0.0001846076,0.0004252151,0.0001616057,0.0003136583,0.0001635147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000304187,"about_ca_system_score_gemma":0.0001282133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002066434,"about_ca_topic_score_gemma":0.0001678282,"domain_scores_codex":[0.9998811,0.00001815946,0.000009219547,0.00003003221,0.00004385144,0.00001759565],"domain_scores_gemma":[0.9998645,0.00005977185,0.00003666992,0.000007371619,0.00001685383,0.00001481222],"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":[0.00002924354,0.00001760439,0.0000280537,0.00003391401,0.000001519378,0.00003567038,0.00002244709,0.00009995145,0.9988772,0.0001225903,0.00001293403,0.0007187471],"study_design_scores_gemma":[0.00000444382,0.00006254912,0.00012882,0.000002148334,0.000001852697,0.00003041063,0.000007893948,0.0006547089,0.9987053,0.00001251979,0.000387026,0.000002373564],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9906462,0.00121808,0.006699097,0.00008054471,0.00003062703,0.00005109227,0.00007320927,0.00004262455,0.001158471],"genre_scores_gemma":[0.9871557,0.000936274,0.009105879,0.00006524649,0.00001001068,0.00006379447,0.00009030321,0.00001948732,0.002553402],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0006478186,"threshold_uncertainty_score":0.0022071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03964525685643599,"score_gpt":0.3202679780271764,"score_spread":0.2806227211707404,"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."}}