{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009653684,0.00007681874,0.0001215874,0.000129694,0.0004149936,0.000008527408,0.0001046301,0.00003412939,0.0001659042],"category_scores_gemma":[0.00002350174,0.00008033764,0.00002070043,0.0001066768,0.00007108746,0.000105492,0.00006650548,0.0003811851,9.541977e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001327887,"about_ca_system_score_gemma":0.00008949227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003266002,"about_ca_topic_score_gemma":0.0000199678,"domain_scores_codex":[0.9988112,0.0004653029,0.0002120809,0.0002181603,0.0001461551,0.0001471416],"domain_scores_gemma":[0.99951,0.00009497237,0.0001352478,0.0001854932,0.00001030115,0.00006393141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0000574211,0.001426547,0.4455964,0.0001785273,0.00003457651,4.29022e-7,0.4548635,0.0000346654,0.00610552,0.02206735,0.002477164,0.06715789],"study_design_scores_gemma":[0.0004002948,0.0003194991,0.5483462,0.00006355408,0.00005486475,0.00005044526,0.4464994,0.0002275297,0.00004475558,0.001957059,0.001876148,0.00016028],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846016,0.0005587351,0.0002968408,0.0004216357,0.0001822423,0.0001756855,0.000002438952,0.00002736288,0.01373346],"genre_scores_gemma":[0.9970011,0.00002571658,0.0007559462,0.00008981598,0.00003512235,0.00003380082,0.000007281489,0.000009787034,0.002041438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1027498,"threshold_uncertainty_score":0.4937239,"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."}}