{"id":"W4413555380","doi":"10.64628/aam.k5xatxtp7","title":"How to prevent teacher burnout during the coronavirus pandemic","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Workaholism, burnout, and well-being","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Burnout; Pandemic; Coronavirus; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Virology; Psychology; Medicine; Clinical psychology; Outbreak; Infectious disease (medical specialty); Internal 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004464582,0.0005818768,0.0006095987,0.000101332,0.0002132421,0.0003019733,0.001238949,0.0005918187,0.00268046],"category_scores_gemma":[0.0000677893,0.0004122977,0.0003786166,0.000163089,0.0000782214,0.00004934363,0.001480803,0.002027797,0.001342156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001889775,"about_ca_system_score_gemma":0.00007614129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005641509,"about_ca_topic_score_gemma":0.00009575443,"domain_scores_codex":[0.9968182,0.0003808012,0.0004797138,0.00118839,0.0003934046,0.0007394867],"domain_scores_gemma":[0.9977969,0.0001232791,0.000235833,0.00148435,0.0000519183,0.0003077047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002102944,0.002868025,0.156198,0.001855977,0.007507585,0.001718399,0.2963194,0.002199033,0.01054697,0.03537156,0.1935621,0.28975],"study_design_scores_gemma":[0.002974491,0.0003435937,0.3535108,0.001224691,0.0008930093,0.0003161186,0.01448356,0.0001596021,0.001494038,0.02114703,0.5990514,0.004401653],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7946238,0.002526956,0.002251876,0.01613244,0.004406441,0.002136657,0.00003250112,0.0007619418,0.1771274],"genre_scores_gemma":[0.8566761,0.0001045999,0.000151999,0.001820199,0.002121013,0.0003334171,0.00002361827,0.0001062166,0.1386628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4054893,"threshold_uncertainty_score":0.9998329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04500316147281759,"score_gpt":0.3291666721533688,"score_spread":0.2841635106805512,"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."}}