{"id":"W3083081055","doi":"10.1016/j.jpsychires.2020.09.005","title":"Association of trajectories of depressive symptoms with vascular risk, cognitive function and adverse brain outcomes: The Whitehall II MRI sub-study","year":2020,"lang":"en","type":"article","venue":"Journal of Psychiatric Research","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"National Institute on Aging; Medical Research Council; Parkinson's UK; Wellcome Trust","keywords":"Hyperintensity; Neuropsychology; Psychology; Cognition; Depression (economics); Cognitive decline; Major depressive disorder; Psychiatry; Clinical psychology; Medicine; Internal medicine; Magnetic resonance imaging; Dementia","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0029778,0.000143876,0.0004084957,0.0003130545,0.0004898729,0.00002621487,0.0002458772,0.00006148313,0.00001274775],"category_scores_gemma":[0.0245413,0.00008719453,0.0001575669,0.001412855,0.0002249726,0.0002513295,0.0001372233,0.0008195746,0.000001637863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006813558,"about_ca_system_score_gemma":0.0001993074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008002772,"about_ca_topic_score_gemma":0.0001081175,"domain_scores_codex":[0.995295,0.001655946,0.0005138628,0.0002981003,0.001995098,0.0002419584],"domain_scores_gemma":[0.9845326,0.013082,0.0009608089,0.0001494142,0.001181601,0.00009356653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001360869,0.000455674,0.9876816,0.00005081151,0.000672374,0.000006917795,0.004179507,0.0002029076,0.001832967,0.00007249018,0.003086049,0.0003978165],"study_design_scores_gemma":[0.003755886,0.007514212,0.9788716,0.00003602569,0.0004021976,0.000008411123,0.00727026,0.00007593202,0.001333834,0.00047566,0.0001523507,0.0001036062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869668,0.0003910518,0.0004053754,0.01123199,0.0002281158,0.0006012498,0.00002030786,0.000007108791,0.0001479502],"genre_scores_gemma":[0.999265,0.000216115,0.00002965876,0.0002311593,0.0001814078,0.0000131887,2.50805e-7,0.00001485642,0.00004837729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0215635,"threshold_uncertainty_score":0.9836754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03724381383315437,"score_gpt":0.3159209875502763,"score_spread":0.278677173717122,"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."}}