{"id":"W3138481407","doi":"10.1103/physreve.103.032311","title":"Plastic systemic inhibition controls amplitude while allowing phase pattern in a stochastic neural field model","year":2021,"lang":"en","type":"article","venue":"Physical review. E","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Amplitude; Bounded function; Phase (matter); Biological system; Physics; Synchronization (alternating current); Inhibitory postsynaptic potential; Plasticity; Control theory (sociology); Phase synchronization; Statistical physics; Field (mathematics); Neuroscience; Computer science; Mathematics; Mathematical analysis; Biology; Control (management); Optics; Artificial intelligence; Telecommunications; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001000518,0.0001752994,0.0004131313,0.00003725793,0.00006088938,0.00005511813,0.0000915485,0.00002871832,0.00001747131],"category_scores_gemma":[0.001288149,0.0001545217,0.0001623911,0.000272607,0.00002052708,0.0002018474,0.0000704821,0.000275778,0.00006214267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005060504,"about_ca_system_score_gemma":0.00003377313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006483702,"about_ca_topic_score_gemma":0.000007834355,"domain_scores_codex":[0.9984649,0.0001580673,0.0003404666,0.0004741394,0.0002765514,0.0002859187],"domain_scores_gemma":[0.9987271,0.0008235479,0.00009811305,0.0002268877,0.0000372915,0.00008702177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002757582,0.0003565496,0.0000149611,0.0004492232,0.000003130663,0.00009569651,0.00003705849,0.009409371,0.9800614,0.001038215,0.0001065815,0.008400246],"study_design_scores_gemma":[0.0009841727,0.0001363439,0.00002434642,0.001806874,0.00003894369,0.00004667315,0.000004854612,0.9851073,0.01029624,0.00133199,0.00001898785,0.0002032489],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9608213,0.0004302523,0.03709449,0.0008313726,0.0002293729,0.000423409,0.00002892104,0.00004796003,0.00009289737],"genre_scores_gemma":[0.9954851,0.0002159346,0.00000541473,0.004017027,0.0001097491,0.0001029309,0.00001845346,0.00001740505,0.0000279414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9756979,"threshold_uncertainty_score":0.6301212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03908728773374233,"score_gpt":0.327712110570927,"score_spread":0.2886248228371847,"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."}}