{"id":"W2046647799","doi":"10.1006/jtbi.2000.2193","title":"Channel Sharing in Pancreatic β -Cells Revisited: Enhancement of Emergent Bursting by Noise","year":2000,"lang":"en","type":"article","venue":"Journal of Theoretical Biology","topic":"stochastic dynamics and bifurcation","field":"Physics and Astronomy","cited_by":87,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Bursting; Coupling (piping); Tonic (physiology); Population; Physics; Noise (video); Bifurcation; Neuroscience; Biophysics; Control theory (sociology); Biological system; Computer science; Biology; Materials science; Nonlinear system; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003721694,0.00008380423,0.0002642432,0.00005505423,0.00001763517,0.000005840042,0.0001512452,0.00003627042,0.001506151],"category_scores_gemma":[0.00001901211,0.00006290629,0.00008400137,0.0000870515,0.00009177659,0.00002415889,0.00002536237,0.0001304224,0.000007640042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002082072,"about_ca_system_score_gemma":0.00001505294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001568041,"about_ca_topic_score_gemma":9.862675e-8,"domain_scores_codex":[0.9991077,0.00004256307,0.0005124185,0.000104228,0.0000706677,0.0001623946],"domain_scores_gemma":[0.9994962,0.00008834246,0.0002184362,0.00008961916,0.00005504019,0.00005231374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004014077,0.0009238372,0.01514407,0.00005288247,0.0002427216,0.000002957778,0.0005016782,0.0008220992,0.2289293,0.7141662,0.000399891,0.03841302],"study_design_scores_gemma":[0.003856206,0.00237486,0.001475098,0.001112036,0.0003215497,0.00001589435,0.0005420708,0.07622981,0.08591029,0.8262516,0.001207692,0.0007029476],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557489,0.0001458371,0.04071475,0.0001947148,0.0001141284,0.00008018062,0.00001358882,0.000001429299,0.002986523],"genre_scores_gemma":[0.9993488,0.00004070715,0.0003377895,0.00002799548,0.0001762672,0.00000216378,0.000008863112,0.000005275195,0.0000521839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.143019,"threshold_uncertainty_score":0.9994066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005742446443743043,"score_gpt":0.2487179856629768,"score_spread":0.2429755392192338,"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."}}