{"id":"W4413480820","doi":"10.3390/biomimetics10090563","title":"Mobile Mental Health Screening in EmotiZen via the Novel Brain-Inspired MCoG-LDPSNet","year":2025,"lang":"en","type":"article","venue":"Biomimetics","topic":"Mental Health via Writing","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Mental health; Computer science; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001201217,0.0002067329,0.0003091472,0.0002307707,0.0003058793,0.00003366403,0.0003878882,0.0001366527,0.0002062813],"category_scores_gemma":[0.00004524478,0.0001813384,0.00007319539,0.0006879125,0.0001261187,0.00003916288,0.0001873406,0.0003088,0.0001235552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001960539,"about_ca_system_score_gemma":0.0001079323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001533545,"about_ca_topic_score_gemma":0.000222496,"domain_scores_codex":[0.9977943,0.0001916963,0.0006852228,0.0004237882,0.0002121608,0.0006928163],"domain_scores_gemma":[0.9988317,0.000301624,0.0001896412,0.0005289974,0.00002444157,0.0001235937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008189054,0.002579589,0.07705103,0.0006323995,0.0003938542,0.00003942658,0.02469997,0.00004227241,0.01756245,0.03601057,0.1900106,0.6501589],"study_design_scores_gemma":[0.02037417,0.002229953,0.2951068,0.001428753,0.00006918204,0.0001414501,0.02289642,0.01052696,0.004240078,0.001293855,0.6402336,0.001458791],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9158151,0.004807658,0.01336731,0.0299698,0.004091821,0.004489563,0.0002270075,0.0003056217,0.02692608],"genre_scores_gemma":[0.9773384,0.00002427226,0.006199401,0.01322948,0.0001346635,0.0001225701,0.00006646242,0.00003980991,0.002844932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6487001,"threshold_uncertainty_score":0.7394767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04048984589491629,"score_gpt":0.386139551231036,"score_spread":0.3456497053361198,"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."}}