{"id":"W4413616888","doi":"10.1007/s42761-025-00322-z","title":"Testing Models of Resilience in University Students: A Multi-Site Study","year":2025,"lang":"en","type":"article","venue":"Affective Science","topic":"Resilience and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council; Michael Smith Health Research BC","keywords":"Resilience (materials science); Mathematics education; Psychology; Sociology; Physics","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":[0.001266627,0.00008396968,0.0001549178,0.0004285076,0.0001797966,0.00001290864,0.0006704999,0.00002633508,0.000005965059],"category_scores_gemma":[0.000161976,0.00008140661,0.00001851475,0.003164281,0.0005258729,0.0003842404,0.0002565378,0.0001275698,0.00001419234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002559347,"about_ca_system_score_gemma":0.0002160325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004165027,"about_ca_topic_score_gemma":0.001006439,"domain_scores_codex":[0.9984956,0.0001925605,0.0001517161,0.0005155354,0.0003192686,0.0003252599],"domain_scores_gemma":[0.9991997,0.0002425054,0.00007357195,0.0003124478,0.0001121465,0.00005960832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005896299,0.001157932,0.9731259,0.000009552618,0.00000402839,0.00002338867,0.008896871,0.0003488873,0.006073424,0.00113246,0.000006618876,0.009161992],"study_design_scores_gemma":[0.001006001,0.0003561103,0.9702728,0.00007268317,0.000004861152,0.000001358998,0.02637686,0.001312337,0.0003893825,0.000142206,0.000002024086,0.00006336779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841899,0.00003785257,0.001194696,0.00001170608,0.0001880657,0.0007391553,0.000002342372,0.00001853683,0.01361771],"genre_scores_gemma":[0.9989032,0.000001722001,0.0003723754,0.00003518394,0.000002649255,0.000007244902,8.248553e-8,0.000002137165,0.0006753828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01747999,"threshold_uncertainty_score":0.6296303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04613403865748193,"score_gpt":0.4332766490788489,"score_spread":0.387142610421367,"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."}}