{"id":"W4389334676","doi":"10.4018/979-8-3693-0074-9.ch008","title":"AI-Assisted Teacher Wellness","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in educational technologies and instructional design book series","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Burnout; Autonomy; Psychology; Cognition; Knowledge management; Pedagogy; Computer science; Political science; Clinical psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001691604,0.0003466359,0.0003231814,0.0004883485,0.0002539186,0.0001441267,0.0007336393,0.0003830798,0.0000629182],"category_scores_gemma":[0.0001382635,0.0003357862,0.00006213022,0.0002501664,0.0006414955,0.002511767,0.0003255593,0.0004988048,0.00006116521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000174003,"about_ca_system_score_gemma":0.0003681942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007322901,"about_ca_topic_score_gemma":0.00002363383,"domain_scores_codex":[0.9982621,0.00001875866,0.0004342593,0.0006665241,0.0003462046,0.0002721314],"domain_scores_gemma":[0.9988263,0.0002191392,0.0002257328,0.0005463553,0.0001293079,0.00005311426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008879791,0.00001811079,0.000008845675,0.00002500066,0.00001487963,0.000001650047,0.00002059446,0.00006888392,0.00001031983,0.7799674,0.002093838,0.2177616],"study_design_scores_gemma":[0.00007018052,0.00005361294,0.000404308,0.00008683436,0.000004402764,0.0000832396,0.00006805736,0.0001043742,0.00005396395,0.5759645,0.4228617,0.0002448903],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009749241,0.06192875,0.1768155,0.1553518,0.005124455,0.003006717,0.0002636655,0.005149836,0.5922618],"genre_scores_gemma":[0.003407862,0.1329358,0.1211085,0.0009733429,0.0004129463,0.0008541064,0.0001965045,0.0001367114,0.7399743],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4207678,"threshold_uncertainty_score":0.9999094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02725082710808115,"score_gpt":0.2806217803148244,"score_spread":0.2533709532067433,"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."}}