{"id":"W4395053585","doi":"10.1016/j.fufo.2024.100354","title":"Pharmacoinformatics and cellular studies of algal peptides as functional molecules to modulate type-2 diabetes markers","year":2024,"lang":"en","type":"article","venue":"Future Foods","topic":"Protein Hydrolysis and Bioactive Peptides","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Type 2 diabetes; In silico; Biology; In vitro; Computational biology; Insulin; Diabetes mellitus; Biochemistry; Pharmacology; Endocrinology; Gene","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001814015,0.0003095144,0.0002245444,0.0001932552,0.0001258014,0.0003447279,0.0001778062,0.0002392478,0.0007835829],"category_scores_gemma":[0.0001397222,0.00008377223,0.0003993541,0.0002027512,0.0001617147,0.0001866896,0.0001672743,0.0004124062,0.0001582741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002561126,"about_ca_system_score_gemma":0.000208189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003945083,"about_ca_topic_score_gemma":0.0004464198,"domain_scores_codex":[0.9999354,0.00001508991,0.000004471571,0.00001289061,0.00002061836,0.00001152148],"domain_scores_gemma":[0.9999443,0.00001331188,0.00001798841,0.000004690442,0.000008942246,0.00001078139],"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":[0.0004576152,0.0001407783,0.001211135,0.0003753699,0.00004039984,0.0001834951,0.00002399717,0.003647299,0.976258,0.0006557527,0.0001164692,0.0168897],"study_design_scores_gemma":[0.0001009359,0.0030163,0.009417424,0.00005767427,0.0001499024,0.0005123366,0.00009824806,0.01296275,0.9609067,0.0006352074,0.01211686,0.000025613],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969638,0.01575836,0.009438746,0.0002883886,0.0000472543,0.00006932505,0.0006487427,0.00006457986,0.004046561],"genre_scores_gemma":[0.9835206,0.00842139,0.006369837,0.0001127532,0.00001770623,0.00005285045,0.0004369466,0.000009756204,0.001058197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007835829,"threshold_uncertainty_score":0.002621353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01222415780449043,"score_gpt":0.2690859180246359,"score_spread":0.2568617602201455,"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."}}