{"id":"W4383311654","doi":"10.1177/10497323231182906","title":"Multisystemic Resources Matter for Resilience to Depression: Learning From a Sample of Young South African Adults","year":2023,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Resilience and Mental Health","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Mental health; Psychological resilience; Thematic analysis; Depression (economics); Psychology; Social support; Clinical psychology; Psychiatry; Qualitative research; Social psychology; Sociology","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009553064,0.0001675868,0.0004668504,0.0006210682,0.0006405125,0.00002763376,0.0004793163,0.0001106671,0.0002804626],"category_scores_gemma":[0.001979135,0.0001477129,0.00007805327,0.001542874,0.000244158,0.00008135646,0.0001779044,0.0005333933,0.001239954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002243985,"about_ca_system_score_gemma":0.0002540608,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03714289,"about_ca_topic_score_gemma":0.000920268,"domain_scores_codex":[0.9908287,0.00511209,0.0008110862,0.0008490839,0.001025585,0.001373476],"domain_scores_gemma":[0.9904486,0.007847952,0.0002734277,0.0005086046,0.0003853877,0.0005360507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002160048,0.0000918415,0.08577677,0.0006858389,0.00002061442,0.000004182313,0.8809103,0.00004608847,0.0002486982,0.0003102912,0.01550351,0.01424184],"study_design_scores_gemma":[0.001113647,0.001450118,0.2188429,0.0008869809,0.000002077157,0.000001566198,0.7714017,0.0002169197,0.0001438961,0.0006958921,0.005081761,0.0001625743],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902866,0.0004433185,0.002220643,0.002671371,0.0002438334,0.002291765,0.0005774022,0.00007537089,0.001189631],"genre_scores_gemma":[0.9928586,0.00002301154,0.002083011,0.0002864749,0.0001349321,0.001123965,0.0001108909,0.00004165573,0.003337428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1330661,"threshold_uncertainty_score":0.9995377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2888098264970184,"score_gpt":0.5881167164803051,"score_spread":0.2993068899832866,"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."}}