{"id":"W4390341286","doi":"10.1080/1360144x.2023.2297412","title":"Understanding the impact of a pandemic on the work of educational developers","year":2023,"lang":"en","type":"article","venue":"The International Journal for Academic Development","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Dalhousie University","funders":"","keywords":"Burnout; Pandemic; Work (physics); Psychology; Coronavirus disease 2019 (COVID-19); Work–life balance; Sociology; Pedagogy; Medicine; Clinical psychology; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004584882,0.00007775562,0.00008102356,0.0001087899,0.0008311461,0.0000522135,0.001013077,0.00004657254,0.0004793064],"category_scores_gemma":[0.0009449694,0.00003612061,0.0001088237,0.0003678494,0.0001636469,0.00009179674,0.00006441795,0.0003908736,0.00002926429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008573834,"about_ca_system_score_gemma":0.001594133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006033316,"about_ca_topic_score_gemma":0.00001866924,"domain_scores_codex":[0.9984094,0.0001599533,0.0003865171,0.00007936049,0.0007735104,0.0001912925],"domain_scores_gemma":[0.99658,0.002719206,0.0003513319,0.00007660631,0.0002264582,0.0000463709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003143341,0.0001070966,0.0730183,0.000007245371,0.001486332,7.281454e-7,0.1716135,0.005722264,0.0003011362,0.3065538,0.4300637,0.01081153],"study_design_scores_gemma":[0.0008365995,0.00007449404,0.3816114,0.000517472,0.00005971653,0.00002801039,0.1037354,0.000114723,0.0003511767,0.1376348,0.3746847,0.0003515286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8682244,0.00008704205,0.0009167469,0.1212773,0.002908253,0.0004765757,0.00001009701,0.00001538399,0.006084158],"genre_scores_gemma":[0.9945437,0.0004902712,0.00009195809,0.0003562845,0.0003672206,0.0000444397,0.000004858794,0.000007669652,0.004093622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3085931,"threshold_uncertainty_score":0.6392588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3384280366074843,"score_gpt":0.4708948058481103,"score_spread":0.132466769240626,"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."}}