{"id":"W4200048073","doi":"10.1101/2021.12.08.471749","title":"Ca <sup>2+</sup> oscillations, waves, and networks in islets from human donors with and without type 2 diabetes","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institutes of Health; Javna Agencija za Raziskovalno Dejavnost RS; University of Alberta; Human Islet Research Network; Shantou University","keywords":"Islet; Calcium; Endocrinology; Internal medicine; Pancreatic islets; Diabetes mellitus; Insulin oscillation; Insulin; Homeostasis; Secretion; Coupling (piping); Type 2 diabetes; Calcium in biology; Glucose homeostasis; Calcium metabolism; Biology; Chemistry; Medicine; Insulin resistance; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003489239,0.0002171231,0.000417709,0.0004573362,0.0002644798,0.0004237595,0.0001852411,0.0003080792,0.003390044],"category_scores_gemma":[0.0004109529,0.0001494822,0.0001640668,0.0004395311,0.0003515512,0.0002090624,0.0002771341,0.0004502061,0.0003844869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001383542,"about_ca_system_score_gemma":0.0001011625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008807376,"about_ca_topic_score_gemma":0.0005032243,"domain_scores_codex":[0.9998691,0.00001621129,0.00001114891,0.00005435737,0.00002583198,0.00002328101],"domain_scores_gemma":[0.9997925,0.00004515916,0.0000321924,0.00003395911,0.00002450517,0.00007164032],"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":[0.01958795,0.0007551255,0.08805267,0.0002986731,0.0002161554,0.003474959,0.0009274615,0.0006350147,0.8606651,0.0004578245,0.001235301,0.02369374],"study_design_scores_gemma":[0.000667731,0.002384626,0.7687221,0.00003942099,0.0003857851,0.009393479,0.001438344,0.003344557,0.2054124,0.00119255,0.006940639,0.00007838238],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968713,0.0009741464,0.0007494151,0.00004387327,0.00003555423,0.00001241922,0.0005639301,0.00002351643,0.0007258587],"genre_scores_gemma":[0.996969,0.0004344487,0.0006267224,0.0000649284,0.00001880623,0.00003024345,0.0009364223,0.00002810482,0.0008913398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003390044,"threshold_uncertainty_score":0.01134086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01106106012273351,"score_gpt":0.2161658097526532,"score_spread":0.2051047496299197,"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."}}