{"id":"W7139285076","doi":"","title":"Modulation of Neuronal Intrinsic Excitabilities to Enhance Network Resilience using Electrical Stimulation","year":2025,"lang":"","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Neuroscience and Neural Engineering","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Neuromodulation; Stimulation; Population; Brain stimulation; Electrophysiology; Microelectrode; Modular design; Optogenetics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002543732,0.0004393804,0.0007236517,0.0002669008,0.0005046463,0.0000346273,0.0008750829,0.0002649117,0.000690209],"category_scores_gemma":[0.0005578119,0.0006193491,0.0002479881,0.001310012,0.0002127431,0.001294123,0.0002367194,0.0003627179,0.000004171772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004973361,"about_ca_system_score_gemma":0.0004145321,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01225657,"about_ca_topic_score_gemma":0.003701561,"domain_scores_codex":[0.9966233,0.0002402695,0.0004753272,0.001122697,0.0008900153,0.0006483802],"domain_scores_gemma":[0.9977505,0.0005256461,0.0006388456,0.0005703175,0.0003149206,0.0001997986],"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":[0.0007222683,0.0001057068,0.0003434362,0.0002878716,0.0000117502,0.000008684302,0.003502524,0.2545758,0.7119429,0.0007859871,0.00001626602,0.02769679],"study_design_scores_gemma":[0.0004170613,0.0009615627,0.42197,0.0007157794,0.000170921,0.000003811151,0.001804362,0.4716357,0.101439,0.00005901958,0.00007801612,0.0007448017],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984531,0.0002048757,0.01151366,0.0000656379,0.001243912,0.0007771671,0.00001960017,0.00005177597,0.001592376],"genre_scores_gemma":[0.9946666,0.0003932476,0.001616818,0.00003574757,0.00007245037,7.284953e-7,0.00001051542,0.00002282861,0.003181098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6105039,"threshold_uncertainty_score":0.9996258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01985374909989969,"score_gpt":0.2812245832094195,"score_spread":0.2613708341095198,"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."}}