{"id":"W2170298006","doi":"10.1109/iembs.2007.4352494","title":"Cellular ion channel-pump system modeling using switched stochastic differential equations","year":2007,"lang":"en","type":"article","venue":"Conference proceedings","topic":"stochastic dynamics and bifurcation","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Stochastic process; Channel (broadcasting); Control theory (sociology); Dwell time; Closing (real estate); Ion channel; Differential equation; Stochastic modelling; Biological system; Stochastic differential equation; Computer science; Physics; Mathematics; Chemistry; Applied mathematics; Telecommunications; Mathematical analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.0002281653,0.0002252287,0.0002249369,0.0001497857,0.0002693879,0.0001730293,0.0001921795,0.00007703825,0.00004004835],"category_scores_gemma":[0.00001648935,0.0002224283,0.00008124371,0.0002132027,0.00003230294,0.0002037259,0.00007127783,0.0001822413,0.00002010211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009459509,"about_ca_system_score_gemma":0.00007952409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001471592,"about_ca_topic_score_gemma":0.000001616604,"domain_scores_codex":[0.9985936,0.000003708569,0.0003726058,0.0003538373,0.0002637095,0.0004125896],"domain_scores_gemma":[0.9990863,0.00003033985,0.0001910722,0.0001033034,0.0004533491,0.0001356745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008543373,0.0002452856,0.00064785,0.00019625,0.0001464622,0.000001101251,0.00471062,0.01790278,0.3202096,0.6525592,0.00001013269,0.003285406],"study_design_scores_gemma":[0.0003366545,0.00002462313,0.00003300516,0.0001733227,0.0000754238,0.000001269153,0.003975209,0.9890566,0.002238271,0.003832191,0.00000116015,0.0002522971],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4159268,0.000005455626,0.5826739,0.0000115898,0.0002433164,0.0001953042,0.000005863807,0.00005175909,0.0008859886],"genre_scores_gemma":[0.9985407,1.1446e-7,0.0004511711,0.000005296581,0.0008468961,0.00002301569,0.00004533051,0.00002683264,0.00006063305],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9711538,"threshold_uncertainty_score":0.9070361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03343602767644054,"score_gpt":0.2545813062315866,"score_spread":0.221145278555146,"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."}}