{"id":"W4295901866","doi":"10.1017/s0033291722002537","title":"Associations between psychological therapy outcomes for depression and incidence of dementia","year":2022,"lang":"en","type":"article","venue":"Psychological Medicine","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"UCLH Biomedical Research Centre; Medical Research Council; University College London Hospitals NHS Foundation Trust; Alzheimer Society; National Institute for Health and Care Research; Alzheimer's Society; Wellcome Trust","keywords":"Dementia; Depression (economics); Incidence (geometry); Medicine; Psychological intervention; Psychiatry; Vascular dementia; Disease; Clinical psychology; Psychology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001149827,0.0001380659,0.0005039115,0.000131256,0.0002116172,0.000004729604,0.0001574915,0.00007245182,0.00162087],"category_scores_gemma":[0.00076273,0.00008497426,0.00009314604,0.0002595384,0.0002455267,0.00003351152,0.000110257,0.0002925556,0.00000258531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002481193,"about_ca_system_score_gemma":0.00000555435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001128582,"about_ca_topic_score_gemma":4.080716e-7,"domain_scores_codex":[0.9980846,0.0001769823,0.0004311579,0.000405187,0.0006161303,0.0002859178],"domain_scores_gemma":[0.9986058,0.0007379867,0.0001588386,0.0002086608,0.0001281042,0.0001605551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003610259,0.0006745566,0.9163988,0.000009987126,0.00012917,0.000008730419,0.00009436171,1.314875e-7,0.003677501,0.000140737,0.002252087,0.07625291],"study_design_scores_gemma":[0.005660017,0.006228816,0.9839699,0.00002162542,0.0001211828,0.00001654852,0.0001396871,0.000006845632,0.0001790688,0.002452055,0.001121605,0.00008269009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876802,0.0008482898,0.001422803,0.006600729,0.000126901,0.001013153,0.00005918352,0.00004105354,0.002207671],"genre_scores_gemma":[0.9961619,0.0002122573,0.0007719201,0.002143513,0.0001076887,0.0002688456,0.0001113591,0.00001013723,0.0002124031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07617021,"threshold_uncertainty_score":0.9992918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1069017867051727,"score_gpt":0.4657768978570784,"score_spread":0.3588751111519057,"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."}}