{"id":"W4392909552","doi":"10.1109/icassp48485.2024.10446417","title":"Towards Disease-Aware Self-Supervised Dynamic Brain Network Learning For Mental Diagnosis","year":2024,"lang":"en","type":"article","venue":"","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Computer science; Mental disease; Artificial intelligence; Brain disease; Machine learning; Disease; Psychology; Medicine; Psychiatry","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":[0.001138909,0.0009760099,0.0008734413,0.001008554,0.0003140347,0.0007850193,0.00151303,0.001315024,0.001023592],"category_scores_gemma":[0.003288255,0.0004467662,0.0008975142,0.0006998302,0.0007043097,0.001440903,0.001349681,0.001680894,0.0003805061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007939042,"about_ca_system_score_gemma":0.0008694176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003320246,"about_ca_topic_score_gemma":0.004757402,"domain_scores_codex":[0.9995462,0.000144692,0.0000187507,0.0001661392,0.00007236494,0.00005189544],"domain_scores_gemma":[0.9989432,0.0005746513,0.0001284503,0.0001262114,0.0001579359,0.00006957385],"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":[0.0003374053,0.0002887262,0.006013042,0.0001727845,0.0002275834,0.0003097946,0.0001902374,0.6096974,0.01057396,0.01126584,0.007131422,0.3537917],"study_design_scores_gemma":[0.000006756217,0.00001579472,0.000201611,0.000004562983,0.00000934113,0.00004012487,0.000005842113,0.9938905,0.0008175671,0.004753201,0.000250395,0.000004196767],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03306474,0.0006570556,0.9636679,0.0005770428,0.00004410646,0.00004661971,0.0002162697,0.0008175267,0.0009086212],"genre_scores_gemma":[0.7936155,0.000667869,0.1996383,0.0006277101,0.0001734563,0.0001798243,0.00125446,0.0001885342,0.003654499],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003320246,"threshold_uncertainty_score":0.00660187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02083908513008757,"score_gpt":0.2888767507412852,"score_spread":0.2680376656111976,"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."}}