{"id":"W2101463940","doi":"10.1192/bjp.bp.113.129965","title":"Biological vulnerability to depression: linked structural and functional brain network findings","year":2013,"lang":"en","type":"article","venue":"The British Journal of Psychiatry","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Cilag; National Alliance for Research on Schizophrenia and Depression; GlaxoSmithKline; Servier; Pfizer; AstraZeneca; Eli Lilly and Company","keywords":"Default mode network; Gyrification; Precuneus; Major depressive disorder; Psychology; Functional magnetic resonance imaging; Vulnerability (computing); Neuroscience; Resting state fMRI; Functional connectivity; Depression (economics); Cognition; Cerebral cortex; Computer science","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":[0.0007497449,0.0001295873,0.0002223404,0.00003310017,0.001154499,0.0002899049,0.000241757,0.00007064878,0.0002852961],"category_scores_gemma":[0.005103954,0.00009219573,0.0001074732,0.0002340448,0.0002404343,0.0002554706,0.0001672384,0.0005464521,0.00002279836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002755519,"about_ca_system_score_gemma":0.00005438098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004549968,"about_ca_topic_score_gemma":0.00005973624,"domain_scores_codex":[0.9984065,0.0003493807,0.0003597047,0.0002872248,0.0003280856,0.0002690863],"domain_scores_gemma":[0.9965024,0.002951776,0.0001513672,0.0001333648,0.0001184287,0.0001426395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000419383,0.0001145427,0.2427891,0.0000212683,0.00007023302,0.00002905725,0.0001655732,0.001200969,0.01377972,0.00338079,0.7097912,0.02823823],"study_design_scores_gemma":[0.0004709534,0.0002140473,0.9317631,0.00008125402,0.00000916003,0.003433143,0.0000913413,0.00006495113,0.0001122371,0.06177782,0.001846159,0.0001358924],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.94785,0.0008704707,0.0003105067,0.04793295,0.002553371,0.0002044139,0.000006332422,0.00002183457,0.000250117],"genre_scores_gemma":[0.982622,0.00003100908,0.001206745,0.01435075,0.001638762,0.00001040407,3.73795e-7,0.000009990347,0.0001299712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.707945,"threshold_uncertainty_score":0.8879594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02962264475070106,"score_gpt":0.2626745208858104,"score_spread":0.2330518761351094,"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."}}