{"id":"W7130081930","doi":"10.1109/iceconf65644.2025.11379497","title":"High Precise Bipolar Disorder Detection Through Dynamic Laterality and Kernel Density Estimation Based Neural Networks","year":2025,"lang":"","type":"article","venue":"","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Laterality; Pattern recognition (psychology); Kernel (algebra); Artificial neural network; Kernel density estimation; Electroencephalography; Kernel method; Probability density function","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":[0.0009463396,0.0005216932,0.0004200337,0.0007561586,0.0002358492,0.0006471361,0.0002747901,0.0003218441,0.0008907851],"category_scores_gemma":[0.002657163,0.0002454074,0.0004763058,0.000461528,0.0002889944,0.0007256898,0.0007775097,0.0004681569,0.0002497263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004322687,"about_ca_system_score_gemma":0.0003721341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005060005,"about_ca_topic_score_gemma":0.005351889,"domain_scores_codex":[0.9996139,0.0001220548,0.00002614671,0.00008231087,0.0001057679,0.00004982409],"domain_scores_gemma":[0.9993656,0.0002932361,0.0001047621,0.00005100211,0.0001614943,0.0000238945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001038742,0.0002249266,0.02472604,0.0001721734,0.000291353,0.0003812683,0.0004258534,0.3265268,0.03294265,0.006732716,0.002216887,0.6043206],"study_design_scores_gemma":[0.000009091601,0.00006656408,0.006978006,0.00001363832,0.00002495579,0.000131959,0.00003162941,0.9860849,0.003740237,0.002561423,0.0003352971,0.00002221192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2599983,0.0006743473,0.735253,0.0002352903,0.00004931925,0.00008313331,0.0002048455,0.0006890972,0.002812606],"genre_scores_gemma":[0.9193351,0.0001869741,0.0789966,0.00003265665,0.00001648591,0.00004056321,0.0001614025,0.00002805439,0.001202214],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005060005,"threshold_uncertainty_score":0.01006114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006700198092555412,"score_gpt":0.2567717977469035,"score_spread":0.2500715996543481,"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."}}