{"id":"W7132926674","doi":"","title":"Influence of network topology on nonlinear dynamics in populations of mapped clock oscillators representing hippocampal neurons","year":2004,"lang":"","type":"dissertation","venue":"TSpace","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bibliographical Society of Canada","funders":"","keywords":"Topology (electrical circuits); Chaotic; Nonlinear system; Topological dynamics; Network topology; Hippocampal formation; Dynamics (music); Bifurcation","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":[0.0004002584,0.0001653976,0.000189054,0.0002999613,0.0002619067,0.0005996616,0.0002118969,0.0001801341,0.0005767607],"category_scores_gemma":[0.004220294,0.0001496678,0.0001621891,0.0001512421,0.0004472997,0.0004756393,0.0003843056,0.0002163647,0.00005189102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003322541,"about_ca_system_score_gemma":0.0001633355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001118513,"about_ca_topic_score_gemma":0.001140393,"domain_scores_codex":[0.9998875,0.00005338171,0.000005393078,0.00001871283,0.00001699747,0.00001803127],"domain_scores_gemma":[0.9985203,0.0009371828,0.0002027538,0.00006454824,0.0001331895,0.0001420476],"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":[0.0009299372,0.0001180499,0.0257839,0.0001060204,0.0001369575,0.0005637507,0.0007604954,0.8354994,0.1033477,0.01237904,0.0002997073,0.020075],"study_design_scores_gemma":[0.00002323142,0.0001442032,0.01215103,0.000006775944,0.0000341516,0.000101993,0.0001806602,0.976188,0.007625265,0.003401648,0.0001263539,0.00001665178],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957623,0.00003172906,0.003590892,0.0000283196,0.000002848077,0.000003309118,0.00001047655,0.000009415057,0.0005607324],"genre_scores_gemma":[0.9993767,0.00002240193,0.0004925279,0.000001425654,0.000001196409,0.000002795136,0.0000106091,0.000002621828,0.00008979557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001118513,"threshold_uncertainty_score":0.00241065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02698896152815623,"score_gpt":0.3313732721848993,"score_spread":0.3043843106567431,"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."}}