{"id":"W4415713098","doi":"10.1016/j.ssmmh.2025.100557","title":"The role of defensive functioning in positive deviance in psychological wellbeing amongst young women living in Soweto, South Africa","year":2025,"lang":"en","type":"article","venue":"SSM - Mental Health","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute","funders":"Canadian Institutes of Health Research; South African Medical Research Council","keywords":"Positive deviance; Deviance (statistics); Mental health; Thriving; Psychological intervention; Thematic analysis; Psychoanalytic theory; Social environment; Qualitative research","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":[0.001285929,0.0001766173,0.0003623723,0.000292392,0.0002426918,0.00001801055,0.0002258665,0.0001153312,0.00004731773],"category_scores_gemma":[0.00004408559,0.0001491891,0.00004491672,0.0008803486,0.0001541455,0.000105255,0.0000950132,0.0005146968,0.00002557865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001179048,"about_ca_system_score_gemma":0.0001518082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001061018,"about_ca_topic_score_gemma":0.002254954,"domain_scores_codex":[0.9970951,0.0005276186,0.0007278839,0.0004859973,0.0001920118,0.0009714074],"domain_scores_gemma":[0.999126,0.0002733199,0.0002160511,0.0002532583,0.00001974716,0.00011167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006282275,0.0006299211,0.6112435,0.00006588903,0.00001394362,0.00001775452,0.3108647,0.00001873011,0.0001985304,0.004298622,0.0001376102,0.07188249],"study_design_scores_gemma":[0.0007568457,0.0003864634,0.6831097,0.0006468014,0.000001097089,0.000007448295,0.3138182,0.00006752592,0.0000373649,0.0009407955,0.0001209434,0.0001067938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697493,0.003407371,0.00001760103,0.0002379548,0.000576237,0.0008066211,0.00001040707,0.0000174403,0.02517708],"genre_scores_gemma":[0.9982023,0.0002219357,0.0000605265,0.0006010966,0.00002316717,0.0001620615,0.000005525999,0.00001212496,0.0007112522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07186613,"threshold_uncertainty_score":0.6083754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196799384989219,"score_gpt":0.3501606057035014,"score_spread":0.3381926118536093,"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."}}