{"id":"W2072201844","doi":"10.1017/s0033291714000385","title":"Early development, stress and depression across the life course: pathways to depression in a national British birth cohort","year":2014,"lang":"en","type":"article","venue":"Psychological Medicine","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Collaboration for Leadership in Applied Health Research and Care - Greater Manchester; Economic and Social Research Council; National Institutes of Health; Medical Research Council; National Institute for Health and Care Research; Canada Research Chairs; Wellcome Trust","keywords":"Life course approach; Stressor; Depression (economics); Anxiety; Psychology; Cohort; Structural equation modeling; Maternal deprivation; Cohort study; Mental health; Young adult; National Child Development Study; Medicine; Clinical psychology; Pediatrics; Psychiatry; Developmental psychology; Millennium Cohort Study (United States); Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0007927269,0.0001585908,0.0003236674,0.00004348457,0.000180185,0.00002048178,0.000146096,0.0001307605,0.0001469463],"category_scores_gemma":[0.0006279114,0.00009689776,0.00001965774,0.0001644509,0.0001470165,0.0000443681,0.0000957779,0.0003458262,0.00002843413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002633963,"about_ca_system_score_gemma":0.00001550909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000984618,"about_ca_topic_score_gemma":0.00006632747,"domain_scores_codex":[0.9980978,0.00011937,0.0004245074,0.0004378458,0.0005386629,0.0003818446],"domain_scores_gemma":[0.9990009,0.0002146375,0.00008701693,0.0001927142,0.00007766258,0.0004270811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004645472,0.0001930539,0.9631736,0.0002985774,0.00001318068,0.00004432243,0.0008270359,0.000001890115,0.0001201094,0.00003013196,0.000454562,0.03437897],"study_design_scores_gemma":[0.002107017,0.0003581156,0.9903551,0.005404366,0.0000112538,0.0001332328,0.0001083155,0.00002147006,0.0001708375,0.0001455034,0.001074221,0.0001106031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993084,0.001761433,0.0001855657,0.002168659,0.0003931008,0.0006661831,0.0000120589,0.00005407088,0.001674968],"genre_scores_gemma":[0.9919847,0.0001880675,0.0002922849,0.006811154,0.0003525526,0.0001488972,0.00001687125,0.00001368842,0.0001917631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03426836,"threshold_uncertainty_score":0.3951376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0360246197973398,"score_gpt":0.3613073039184427,"score_spread":0.3252826841211029,"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."}}