{"id":"W4414244121","doi":"10.1016/j.jad.2025.120335","title":"Temporal dynamics in neuroimaging as correlates of therapeutic response to psilocybin in major depressive disorder: A systematic review and critical appraisal","year":2025,"lang":"en","type":"review","venue":"Journal of Affective Disorders","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health; Brain and Cognition Discovery Foundation; University Health Network","funders":"Life Sciences, University of California, Los Angeles; National Natural Science Foundation of China; Canadian Institutes of Health Research; Global Alliance for Chronic Diseases; AbbVie; Milken Institute","keywords":"Psilocybin; Generalizability theory; Neuroimaging; Critical appraisal; Flexibility (engineering); Neuroplasticity; Depression (economics); Functional neuroimaging; Major depressive disorder","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001920772,0.0005220305,0.004092774,0.001224092,0.00005139426,0.00002833838,0.0004025955,0.0002155585,0.00001394166],"category_scores_gemma":[0.007666453,0.000402725,0.0004919284,0.001163845,0.0001829217,0.00009366101,0.0001436867,0.0009528571,0.000005327846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002060284,"about_ca_system_score_gemma":0.0002693916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002112943,"about_ca_topic_score_gemma":0.0008634505,"domain_scores_codex":[0.9942165,0.002886941,0.001795293,0.0004452494,0.0002746938,0.0003813237],"domain_scores_gemma":[0.9880393,0.01032177,0.00100811,0.0003482205,0.0001829418,0.00009970766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0008429923,0.001086952,0.008180763,0.8782433,0.001416035,0.0002100097,0.002264608,0.000005443678,3.289809e-7,0.002473556,0.0002859947,0.10499],"study_design_scores_gemma":[0.003134536,0.001471806,0.003938325,0.971299,0.006841495,0.0004349591,0.006489111,0.00004319184,4.648872e-8,0.001705899,0.003704133,0.0009375158],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008761207,0.9945585,0.0002114266,0.0009311539,0.0006518597,0.002260095,0.00003776641,0.000006956815,0.0004661799],"genre_scores_gemma":[0.02082123,0.9786148,0.00002720153,0.0001650714,0.00001323518,0.0002627803,0.000004006433,0.00004882239,0.00004285605],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1040525,"threshold_uncertainty_score":0.9998425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01741616228620335,"score_gpt":0.4043960866105457,"score_spread":0.3869799243243424,"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."}}