{"id":"W6888877361","doi":"10.25316/ir-15090","title":"Teacher burnout: The need for accessible resources","year":2020,"lang":"en","type":"dissertation","venue":"VIUSpace (Vancouver Island University Library)","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vancouver Island University","keywords":"Burnout; Depersonalization; Emotional exhaustion; Work (physics); Term (time)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002125784,0.0005447086,0.0007663214,0.0002726337,0.002842679,0.00006361837,0.001164522,0.001102848,0.002130867],"category_scores_gemma":[0.0001524467,0.0003879123,0.0003539332,0.0006436612,0.00007063612,0.000758966,0.0003265579,0.002165248,0.0001333531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001318747,"about_ca_system_score_gemma":0.001527096,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008582089,"about_ca_topic_score_gemma":0.1860362,"domain_scores_codex":[0.9965732,0.0007593028,0.0005169552,0.0007559631,0.0005003254,0.0008943198],"domain_scores_gemma":[0.997016,0.001051152,0.0007774599,0.0005836103,0.0001946749,0.0003771626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001288672,0.00005511945,0.002548317,0.001240132,0.000123664,0.00002319427,0.01421846,0.000002365693,0.00001443498,0.000658507,0.9779434,0.001883806],"study_design_scores_gemma":[0.00149861,0.00009911547,0.00177615,0.001927963,0.0001560861,1.331183e-7,0.07992592,0.0001344989,0.00004130903,0.0004799947,0.9135016,0.0004586517],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03649112,0.002474742,0.0002041991,0.03508355,0.007295034,0.004442887,0.0009218114,0.0006796615,0.912407],"genre_scores_gemma":[0.03361992,0.001205605,0.0003925957,0.002763647,0.002056592,0.00005985708,0.0008978926,0.0001659708,0.9588379],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1851779,"threshold_uncertainty_score":0.9998573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02481399323658018,"score_gpt":0.3129585253415166,"score_spread":0.2881445321049364,"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."}}