{"id":"W4390266041","doi":"10.1103/physreve.108.064413","title":"Coupled chemical reactions: Effects of electric field, diffusion, and boundary control","year":2023,"lang":"en","type":"article","venue":"Physical review. E","topic":"Photoreceptor and optogenetics research","field":"Neuroscience","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Dissipative system; Chemical reaction; Electric field; Chemical energy; Electric potential energy; Electrostatics; Chemical physics; Domain (mathematical analysis); Chain reaction; Physics; Diffusion; Chemical process; Electrolyte; Energy (signal processing); Chemistry; Thermodynamics; Electrode; Quantum mechanics","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":[0.0004913906,0.0008137976,0.001000644,0.0005818975,0.0006677636,0.001547444,0.001576244,0.002076318,0.001914402],"category_scores_gemma":[0.001466647,0.0005552603,0.001216715,0.0004539196,0.001961126,0.001650759,0.001526138,0.001174459,0.0002758448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001287334,"about_ca_system_score_gemma":0.001059432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004146894,"about_ca_topic_score_gemma":0.001661358,"domain_scores_codex":[0.9996504,0.00009948284,0.00001881607,0.00008926961,0.0001013786,0.00004060378],"domain_scores_gemma":[0.9995773,0.0002361868,0.00007142532,0.00003011608,0.0000468073,0.00003810117],"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":[0.00004962884,0.00007916385,0.0004544717,0.0002203087,0.00006928884,0.0003792598,0.0001216132,0.5763222,0.02148032,0.3879983,0.0007098042,0.01211566],"study_design_scores_gemma":[0.00003086422,0.00003217181,0.0001905028,0.00001666776,0.00001962957,0.0001204618,0.00002170832,0.9410278,0.001926828,0.05333337,0.00325002,0.00002999558],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08370144,0.006538467,0.8650774,0.002196263,0.0006565736,0.0001648092,0.0001760599,0.0002249277,0.04126412],"genre_scores_gemma":[0.9137727,0.004881352,0.05998792,0.0005301971,0.0002248954,0.000325978,0.0001032882,0.00009291277,0.02008058],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004146894,"threshold_uncertainty_score":0.009340227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.016835591542455,"score_gpt":0.348055201100114,"score_spread":0.3312196095576589,"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."}}