{"id":"W2923976936","doi":"","title":"A National Survey on Pre-Service Teachers’ Stress-Management and Well-Being Needs","year":2019,"lang":"en","type":"article","venue":"2019 Conference of the Canadian Society for the Study of Education","topic":"Stress and Burnout Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Stressor; Stress management; Feeling; Workload; Medical education; Psychology; Service (business); Curriculum; Stress (linguistics); Time management; Classroom management; Medicine; Pedagogy; Clinical psychology; Business; Computer science; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001206879,0.0001350311,0.0002582907,0.001631602,0.0009007625,0.0004090257,0.0003207447,0.0003994714,0.002143497],"category_scores_gemma":[0.002967839,0.0002945277,0.00027427,0.002160514,0.0002574923,0.0006046722,0.0005711417,0.0007264127,0.0008412821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00314018,"about_ca_system_score_gemma":0.005206186,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3164268,"about_ca_topic_score_gemma":0.4884283,"domain_scores_codex":[0.9991797,0.00007057755,0.0001264372,0.00005412524,0.0003603451,0.0002088581],"domain_scores_gemma":[0.9949137,0.0004499521,0.0009103786,0.0001439878,0.002504445,0.001077519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003371387,0.0001027766,0.9839262,0.0001158854,0.000009660585,0.00007540052,0.002925286,0.00005372008,0.000343815,0.00003824729,0.003069878,0.009305343],"study_design_scores_gemma":[0.000002045511,0.00004087852,0.99405,0.00002796967,0.000001971172,0.00003983921,0.004490445,0.00003649502,0.00003338543,0.000008790157,0.001264672,0.000003479425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913269,0.000144295,0.00008062435,0.0003357793,0.000007993701,0.0001379084,0.00497453,0.00001057383,0.002981314],"genre_scores_gemma":[0.9893017,0.0009911454,0.000500315,0.0002944537,0.00000988209,0.0004048469,0.006275081,0.000008517968,0.002214006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6835732,"threshold_uncertainty_score":0.6291699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05066650812842771,"score_gpt":0.3473231750325702,"score_spread":0.2966566669041424,"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."}}