{"id":"W4290694528","doi":"10.1016/j.tate.2022.103828","title":"Understanding self perceptions of wellbeing and resilience of preservice teachers","year":2022,"lang":"en","type":"article","venue":"Teaching and Teacher Education","topic":"Resilience and Mental Health","field":"Psychology","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Psychology; Attrition; Psychological resilience; Bachelor; Distress; Population; Promotion (chess); Workload; Perception; Feeling; Medical education; Burnout; Social psychology; Pedagogy; Clinical psychology; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001874235,0.0001275572,0.0002140412,0.0007926271,0.0007157677,0.001461618,0.0002196715,0.0002832934,0.001252964],"category_scores_gemma":[0.004643362,0.0001652103,0.0002429832,0.0002764914,0.0009036168,0.0009160326,0.001282953,0.0008055473,0.0001603268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006053474,"about_ca_system_score_gemma":0.0008366294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004626015,"about_ca_topic_score_gemma":0.009500761,"domain_scores_codex":[0.9994093,0.0002227123,0.00003773989,0.00004619165,0.0001210923,0.000162989],"domain_scores_gemma":[0.9964735,0.0008397074,0.001214733,0.0001301895,0.0004528832,0.0008889601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004461859,0.0002151579,0.9137681,0.00005725596,0.00003376195,0.0001597695,0.06247541,0.00007756127,0.0009496179,0.0003848934,0.0003925851,0.02144136],"study_design_scores_gemma":[0.000003011339,0.000144838,0.8796952,0.00007138302,0.00001658416,0.000139543,0.1175636,0.0001160418,0.0002797361,0.0002942637,0.001664613,0.00001134445],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986007,0.0001197611,0.00005587353,0.00019916,0.000003292267,0.000003729179,0.000009963796,0.000001215427,0.001006207],"genre_scores_gemma":[0.9994888,0.0001374504,0.00004309469,0.00003956103,0.000002616312,0.000003818996,0.00001290541,5.960682e-7,0.0002710678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004626015,"threshold_uncertainty_score":0.009912014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04438375479983109,"score_gpt":0.3855291318060671,"score_spread":0.341145377006236,"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."}}