{"id":"W4409804950","doi":"10.11159/nddte25.003","title":"Impact of Surface Chemistry on Insulin Agglomeration","year":2025,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Recent Advances in Nanotechnology","topic":"Computational Drug Discovery Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economies of agglomeration; Insulin; Chemistry; Computer science; Nanotechnology; Materials science; Chemical engineering; Engineering; Endocrinology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0002266489,0.0003441531,0.0002032579,0.0001213176,0.0002366104,0.0004885913,0.0001826153,0.000303642,0.00121877],"category_scores_gemma":[0.0004488054,0.0002111517,0.0002956883,0.0001238262,0.0002662333,0.0002339591,0.000247022,0.0003981781,0.0002502753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002550198,"about_ca_system_score_gemma":0.0001909903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001360874,"about_ca_topic_score_gemma":0.001283148,"domain_scores_codex":[0.9997249,0.00004439862,0.00001631371,0.00005268109,0.00009087886,0.00007077841],"domain_scores_gemma":[0.9997361,0.00009408584,0.00005314456,0.00001900485,0.00007088831,0.0000267018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001044273,0.00001774583,0.0005807994,0.00004436929,0.00001059715,0.00006991235,0.00004635419,0.0002320571,0.9976107,0.00004871145,0.00005235174,0.001181926],"study_design_scores_gemma":[0.000006308783,0.0001705895,0.004869038,0.000004248057,0.00001430969,0.0000606437,0.00006454516,0.001209749,0.9929395,0.00003076255,0.0006221921,0.000008082649],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960834,0.0007911401,0.0009129592,0.00008862811,0.00002961832,0.0000172735,0.00011894,0.00003007614,0.001927964],"genre_scores_gemma":[0.9978661,0.0004184746,0.0006189356,0.00006314214,0.000004380133,0.00001180019,0.0001181188,0.00001552266,0.0008835903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001360874,"threshold_uncertainty_score":0.004077196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008748815521600162,"score_gpt":0.3176510693824521,"score_spread":0.308902253860852,"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."}}