{"id":"W4407574296","doi":"10.1111/ejed.70018","title":"Evaluation of a Wellness Programme for Preservice Teachers in Hong Kong: Promoting Educational Excellence Through Resilience to Stress ( <scp>PEERS</scp> )","year":2025,"lang":"en","type":"article","venue":"European Journal of Education","topic":"Resilience and Mental Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"WYNG Foundation","keywords":"Excellence; Resilience (materials science); Psychology; Psychological resilience; Stress (linguistics); Pedagogy; Medical education; Political science; Medicine; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.005455486,0.0001209582,0.0001796067,0.0002948002,0.00008829316,0.00003345174,0.0004553705,0.00003276568,0.00003321215],"category_scores_gemma":[0.001648221,0.0001168582,0.00006051267,0.0006289599,0.00004934175,0.0002553098,0.00003558991,0.0001943117,0.0000126913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002776057,"about_ca_system_score_gemma":0.001589742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001139061,"about_ca_topic_score_gemma":0.00004786354,"domain_scores_codex":[0.9971007,0.001054997,0.0007587086,0.0002683667,0.0005168587,0.0003003752],"domain_scores_gemma":[0.997843,0.0003562809,0.0005913228,0.0002505899,0.0008490345,0.0001097197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001189378,0.003545609,0.07039785,0.0004848587,0.00006874626,0.00000220374,0.1450161,0.001676583,0.00327082,0.00203716,0.01280196,0.7605792],"study_design_scores_gemma":[0.002398981,0.00111262,0.8190321,0.003210813,0.0001882845,0.00003676665,0.1520943,0.0003825693,0.007752303,0.003663108,0.009969542,0.000158591],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743969,0.0009355124,0.0009140282,0.002582371,0.001654815,0.001129925,0.000003288435,0.000005229755,0.01837795],"genre_scores_gemma":[0.9949058,0.00001435342,0.002543217,0.0001804869,0.000255936,0.00007108881,0.000007783752,0.0000156512,0.002005732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7604206,"threshold_uncertainty_score":0.476534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05684011078075402,"score_gpt":0.4288176123596084,"score_spread":0.3719775015788544,"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."}}