{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003543529,0.0003932062,0.000653345,0.000397788,0.0003675205,0.0006620715,0.0009992964,0.0008593426,0.001375017],"category_scores_gemma":[0.0008654089,0.0003057346,0.0007692362,0.0002905373,0.0006615852,0.0008595081,0.0007015386,0.0006372915,0.0001788493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00106611,"about_ca_system_score_gemma":0.0008501496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007267386,"about_ca_topic_score_gemma":0.004045564,"domain_scores_codex":[0.9997931,0.0000546825,0.00001059344,0.00004480741,0.00006891262,0.00002792379],"domain_scores_gemma":[0.9997492,0.0001223125,0.00004171909,0.00001965145,0.00004521762,0.00002188044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001756573,0.00001342046,0.0003787057,0.00001723301,0.0000158437,0.00004928814,0.00004198962,0.9664924,0.003149239,0.0282441,0.0001001835,0.001479957],"study_design_scores_gemma":[0.000001885917,0.000003734674,0.00003928154,7.197163e-7,0.000002124976,0.00000521797,0.00000292921,0.9977086,0.0001279593,0.002025371,0.00008024637,0.000002031063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1566466,0.0003174071,0.836,0.0003770271,0.00006126907,0.00005484718,0.0002346331,0.0003519627,0.005956337],"genre_scores_gemma":[0.9705793,0.0002764142,0.0248585,0.00005788964,0.00002876964,0.000120697,0.0001000384,0.00003857517,0.003939819],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007267386,"threshold_uncertainty_score":0.01445019,"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."}}