{"id":"W3176267885","doi":"10.31234/osf.io/23axu","title":"Inside UK Universities: Staff mental health and wellbeing during the coronavirus pandemic","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Health and Well-being Studies","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Durham University","keywords":"Mental health; Government (linguistics); Happiness; Pandemic; Quarter (Canadian coin); Psychology; Feeling; Autonomy; Nursing; Anxiety; Worry; Medicine; Coronavirus disease 2019 (COVID-19); Psychiatry; Political science; Social 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":[],"consensus_categories":[],"category_scores_codex":[0.0003748817,0.0003015974,0.0004794947,0.0000864633,0.000774651,0.00006731397,0.0002259603,0.0002152205,0.0006147431],"category_scores_gemma":[0.00001137833,0.0002400033,0.00009107675,0.00007858243,0.0001753725,0.00003464819,0.00100197,0.0009035587,0.00002833865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004727788,"about_ca_system_score_gemma":0.0006170351,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01057992,"about_ca_topic_score_gemma":0.001718781,"domain_scores_codex":[0.997837,0.000344689,0.0003925017,0.0006158772,0.0001947232,0.0006152251],"domain_scores_gemma":[0.9988792,0.0001940212,0.000204127,0.0004845561,0.00003870026,0.0001993755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008090146,0.0004162781,0.2631112,0.003953399,0.002691778,0.0005105258,0.6311263,0.0001229249,0.00009640255,0.009108075,0.03795522,0.05009882],"study_design_scores_gemma":[0.00307056,0.0003501016,0.180098,0.001141696,0.00008141928,0.0002562951,0.7191028,0.00004947625,0.00002791425,0.0004897746,0.09416721,0.001164716],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9476036,0.01631895,0.00006444273,0.003539656,0.001731264,0.0005196026,0.00004766752,0.0001352461,0.03003961],"genre_scores_gemma":[0.9781969,0.008242223,0.0001460388,0.003128626,0.0002051695,0.00002455518,0.00005875542,0.00003138397,0.009966302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08797646,"threshold_uncertainty_score":0.9960087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03563807156833722,"score_gpt":0.3486836952923064,"score_spread":0.3130456237239692,"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."}}