{"id":"W4401388821","doi":"10.1177/21676968241273319","title":"Resilience to Depression Among Emerging Adults in South Africa: Insights From Digital Diaries","year":2024,"lang":"en","type":"article","venue":"Emerging Adulthood","topic":"Resilience and Mental Health","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"British Academy","keywords":"Psychological resilience; Coping (psychology); Socioeconomic status; Psychology; Mental health; Community resilience; Gerontology; Environmental health; Medicine; Clinical psychology; Social psychology; Resource (disambiguation); Psychiatry; Population","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":[0.0001354339,0.0002765955,0.0002727453,0.0004044312,0.0002084841,0.0001660181,0.0003465715,0.0001310583,0.00021165],"category_scores_gemma":[0.0001113195,0.0002432224,0.00008438994,0.0008746242,0.000112126,0.0006401087,0.0001613922,0.0003924271,0.0009527429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001197523,"about_ca_system_score_gemma":0.00005928691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008576302,"about_ca_topic_score_gemma":0.000374761,"domain_scores_codex":[0.9973683,0.0001043064,0.0004990538,0.0009460663,0.0003639667,0.0007182666],"domain_scores_gemma":[0.9989725,0.0001498279,0.00006584785,0.0004627639,0.00003363772,0.0003154724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003616256,0.0002486892,0.2154734,0.0001300236,0.00003660569,0.0004667327,0.5583828,0.0002088623,0.0003802267,0.0006588271,0.001806602,0.2218457],"study_design_scores_gemma":[0.001709583,0.0004244439,0.8453191,0.004963345,0.00003318425,0.00001492923,0.1268356,0.002457547,0.001113534,0.002823427,0.01317074,0.0011346],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828314,0.004962995,0.0008159731,0.0001540456,0.001281187,0.0003898807,0.00004578626,0.0002633919,0.009255379],"genre_scores_gemma":[0.9981386,0.00003170623,0.0002290886,0.00009533987,0.0002443742,0.0001197005,0.00002834698,0.00004612376,0.0010667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6298457,"threshold_uncertainty_score":0.9998251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196541715350016,"score_gpt":0.310297045920407,"score_spread":0.2983316287669068,"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."}}