{"id":"W4409281491","doi":"10.1016/j.biopsych.2025.02.203","title":"13. Associations Between Treatment and Multimodal Neuroimaging Markers Influence Large-Scale Psychiatric Brain Signatures and AI Performance","year":2025,"lang":"en","type":"article","venue":"Biological Psychiatry","topic":"Technology and Human Factors in Education and Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Neuroimaging; Psychology; Neuroscience; 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":[0.0001601984,0.0001524352,0.0002614192,0.0001629428,0.0003883112,0.00001809025,0.00006327175,0.0002697672,0.00002793073],"category_scores_gemma":[0.00006941209,0.0001103751,0.00004749361,0.0001888812,0.0001605432,0.00004720128,0.0000351019,0.0003703363,0.000004350197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004736805,"about_ca_system_score_gemma":0.000130378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001970985,"about_ca_topic_score_gemma":0.00003293925,"domain_scores_codex":[0.9990704,0.0000531729,0.0002360964,0.0003373523,0.00005099646,0.00025199],"domain_scores_gemma":[0.9995143,0.0001200116,0.00007070264,0.0001593004,0.00003292964,0.0001027526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005021503,0.0001905198,0.9905834,0.00003720308,0.00003395105,2.079927e-7,0.00009661834,5.798873e-7,0.00002875387,0.001593325,0.002589289,0.004795973],"study_design_scores_gemma":[0.001094403,0.0004368955,0.9902995,0.00003550719,0.00004864897,0.000002430581,0.0001546286,0.00005871146,0.000004722029,0.001524995,0.006239887,0.00009968907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961574,0.00175079,0.0000509053,0.03509346,0.0003544491,0.000294283,0.00003867646,0.0001289624,0.0007145152],"genre_scores_gemma":[0.9890919,0.0005841466,0.001420385,0.00840563,0.0001337472,0.00001675537,0.00004560911,0.00000527246,0.0002965027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02751799,"threshold_uncertainty_score":0.4500965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01483250167254878,"score_gpt":0.3307010575940301,"score_spread":0.3158685559214813,"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."}}