{"id":"W2165860188","doi":"10.1371/journal.pone.0088254","title":"Small Modifications to Network Topology Can Induce Stochastic Bistable Spiking Dynamics in a Balanced Cortical Model","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Australian Research Council; Natural Sciences and Engineering Research Council of Canada; Curtin University of Technology; Australian National University; Australian Government","keywords":"Bistability; Topology (electrical circuits); Network dynamics; Population; Network topology; Random graph; Nerve net; Cluster (spacecraft); Computer science; Dynamics (music); Neuroscience; Network model; Biological system; Physics; Graph; Biology; Mathematics; Theoretical computer science; Artificial intelligence","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":[0.0003295336,0.0003963664,0.0004461988,0.0005310554,0.0003236292,0.0008781516,0.0007385911,0.0007245496,0.001235035],"category_scores_gemma":[0.001824369,0.0002939286,0.0004662723,0.0002492107,0.0007631868,0.001046021,0.0006340846,0.0004052453,0.0001335892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008860192,"about_ca_system_score_gemma":0.0004319303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004961567,"about_ca_topic_score_gemma":0.003850462,"domain_scores_codex":[0.9998882,0.00003279825,0.000006166382,0.00001893774,0.00001956102,0.00003429071],"domain_scores_gemma":[0.9996089,0.0001340206,0.00008290968,0.00003448032,0.00003839389,0.0001013159],"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":[0.0001504756,0.00005053017,0.002114436,0.00004693309,0.00004533623,0.000587036,0.0001583102,0.9172209,0.03139878,0.04533092,0.0004032009,0.002493167],"study_design_scores_gemma":[0.00001801853,0.00002512106,0.0005483954,0.000003128431,0.00001016174,0.00003454409,0.00001691551,0.9926765,0.0005332468,0.006009113,0.0001174811,0.000007349862],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9333426,0.0001187124,0.06009882,0.000395255,0.00003108313,0.00003459914,0.0001219488,0.0002032737,0.005653684],"genre_scores_gemma":[0.9971404,0.00006685875,0.001701101,0.0000324215,0.000004968206,0.00002695941,0.0000353742,0.00002151787,0.0009704129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004961567,"threshold_uncertainty_score":0.009865403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09173618600276581,"score_gpt":0.2491761815893055,"score_spread":0.1574399955865397,"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."}}