{"id":"W4417299047","doi":"10.1080/15332985.2025.2603964","title":"A narrative review assessing the impact of multiple ecological systems on rural resilience in the face of chronic stressors","year":2025,"lang":"en","type":"article","venue":"Social Work in Mental Health","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Canadian Institutes of Health Research","keywords":"Stressor; Face (sociological concept); Resilience (materials science); Psychological resilience; Narrative review; Ecological systems theory; Narrative","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":[0.001391134,0.00009294112,0.0002825538,0.00001012749,0.0003592518,0.00001691558,0.0002732439,0.00005017433,0.00001771898],"category_scores_gemma":[0.000106688,0.00002590459,0.00008822047,0.001094648,0.0001538135,0.00004968427,0.00004713986,0.0001965388,4.550976e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006073453,"about_ca_system_score_gemma":0.0001202435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001873962,"about_ca_topic_score_gemma":0.001125462,"domain_scores_codex":[0.9980879,0.0009563621,0.0003926692,0.0001280626,0.000189329,0.0002456676],"domain_scores_gemma":[0.9992676,0.0004732591,0.0001754692,0.00004022178,0.00002603167,0.00001738929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002603174,0.001302255,0.8461433,0.001017949,0.00002854734,0.000002584418,0.05163701,0.0002272747,0.0005901217,0.000902044,0.01045878,0.08742981],"study_design_scores_gemma":[0.0001108112,0.0002155818,0.9191123,0.0009163175,8.856324e-7,1.259049e-7,0.07937118,0.00003854477,0.000007501221,0.0001228504,0.00006235156,0.00004158117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829944,0.002840482,1.199223e-7,0.01288874,0.00006030168,0.001014109,0.00000789818,0.000004260486,0.0001896255],"genre_scores_gemma":[0.9991201,0.000609395,0.00000140768,0.0001546319,0.00001879496,0.00003629353,0.00001308184,2.67768e-7,0.000046066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08738822,"threshold_uncertainty_score":0.2832882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02278043456119275,"score_gpt":0.3653174229162641,"score_spread":0.3425369883550713,"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."}}