{"id":"W2024158935","doi":"10.1140/epjst/e2013-02041-8","title":"Dynamics of the brain: Mathematical models and non-invasive experimental studies","year":2013,"lang":"en","type":"article","venue":"The European Physical Journal Special Topics","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Neuroimaging; Cerebral autoregulation; Neuroscience; Functional magnetic resonance imaging; Functional near-infrared spectroscopy; Human brain; Functional neuroimaging; Brain activity and meditation; Magnetic resonance imaging; Brain function; Autoregulation; Computer science; Psychology; Electroencephalography; Cognition; Medicine; Blood pressure; Radiology; Prefrontal cortex","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":[],"consensus_categories":[],"category_scores_codex":[0.0001810997,0.0001203338,0.0002666043,0.00001627657,0.0001527245,0.00004916154,0.0001831844,0.0000155189,0.00001565862],"category_scores_gemma":[0.000128949,0.00005636346,0.000131641,0.00006592327,0.0004763021,0.00009076693,0.0001925517,0.0003884888,0.00001370442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005577669,"about_ca_system_score_gemma":0.00001979498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000183747,"about_ca_topic_score_gemma":3.903351e-7,"domain_scores_codex":[0.9991347,0.000132942,0.0002196034,0.0001008754,0.0002491626,0.0001627509],"domain_scores_gemma":[0.9993833,0.0001283429,0.00008871547,0.0002102998,0.0001015302,0.00008783471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003127695,0.00422106,0.00111244,0.0005322848,0.001441324,0.0003046523,0.04695373,0.00008392116,0.1520728,0.3843914,0.09908324,0.3094904],"study_design_scores_gemma":[0.001675562,0.00136195,0.006147307,0.0008328891,0.0003084113,0.0007170606,0.006246579,0.009211896,0.07384589,0.8983873,0.000841791,0.0004233473],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7312946,0.0001408802,0.0005490718,0.0247138,0.0001836214,0.0003846971,0.00000186354,0.0000316007,0.2426999],"genre_scores_gemma":[0.9843308,0.00008450787,0.00129664,0.0005746183,0.01252373,0.00000270891,3.312963e-7,0.00002453077,0.001162093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5139959,"threshold_uncertainty_score":0.2298435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02612545317618748,"score_gpt":0.3172115709933193,"score_spread":0.2910861178171318,"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."}}