{"id":"W4409258593","doi":"10.1016/s2215-0366(25)00044-6","title":"Factors that affect the resilience of young adults to depression: a systematic review","year":2025,"lang":"en","type":"review","venue":"The Lancet Psychiatry","topic":"Resilience and Mental Health","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Dalhousie University; Wellcome Trust","keywords":"Affect (linguistics); Depression (economics); Resilience (materials science); Psychology; MEDLINE; Psychiatry; Clinical psychology; Gerontology; Medicine; Biology; Communication","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":[0.001601268,0.000541563,0.003587691,0.0001138625,0.000228555,0.00002587855,0.002593225,0.0002235858,0.0001195328],"category_scores_gemma":[0.0001909081,0.0002165582,0.0007072946,0.0009328153,0.0001138187,0.00004516996,0.0002210865,0.000673464,0.0002203288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006690713,"about_ca_system_score_gemma":0.000335019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001361117,"about_ca_topic_score_gemma":0.0001450632,"domain_scores_codex":[0.9953657,0.001804767,0.001095361,0.0006286309,0.0004973743,0.0006081163],"domain_scores_gemma":[0.9947234,0.00104925,0.001028848,0.003046124,0.00003635597,0.0001159787],"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":[0.00002534629,0.00005441086,0.0006489123,0.930355,0.0001305155,0.00000127829,0.0004985759,6.566221e-8,9.006016e-9,0.0006177261,0.03714111,0.03052711],"study_design_scores_gemma":[0.0001479958,0.00008871035,0.0006534709,0.951296,0.001513199,0.00005107901,0.0006933616,1.05518e-7,1.774435e-7,0.00004439686,0.04527079,0.0002406805],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007513931,0.9791328,0.00001356278,0.0007078725,0.003833441,0.007701504,0.00008746627,0.00005316338,0.008395011],"genre_scores_gemma":[0.0003392504,0.9939069,0.00002519507,0.001812611,0.0003244535,0.001318747,0.0000190804,0.00003420873,0.00221954],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03028644,"threshold_uncertainty_score":0.8830988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06520167890033808,"score_gpt":0.4389220386049944,"score_spread":0.3737203597046563,"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."}}