{"id":"W3162595391","doi":"10.5430/ijhe.v10n5p132","title":"Academic Deanship in a Post Pandemic Institution","year":2021,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Institution; Higher education; Coronavirus disease 2019 (COVID-19); Academic institution; Management; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Political science; Sociology; Psychology; Public relations; Pedagogy; Medical education; Medicine; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005317767,0.00006712575,0.0001009626,0.0002193866,0.0000663557,0.00006771131,0.0003103469,0.00009584931,0.0008789732],"category_scores_gemma":[0.0003008795,0.00006932372,0.00005568472,0.0002979141,0.00005386378,0.0006162859,0.0000187806,0.0002730293,0.00005026792],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008890455,"about_ca_system_score_gemma":0.00639583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003455668,"about_ca_topic_score_gemma":0.0003677702,"domain_scores_codex":[0.9985167,0.0001342754,0.0004399171,0.000109784,0.0006663183,0.0001330524],"domain_scores_gemma":[0.9981416,0.00007849046,0.0003219479,0.00006216155,0.001305275,0.0000905113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008259014,0.000641367,0.7299458,0.000007180045,0.00008120314,0.0000457279,0.02318226,0.00005402186,0.001937473,0.1525967,0.0165339,0.07489172],"study_design_scores_gemma":[0.000246849,0.000007334686,0.6201481,0.00009927715,0.000006057115,0.00003061478,0.001478509,2.431455e-7,0.0001865355,0.005711168,0.3720138,0.00007142646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9456357,0.001865738,0.00007055359,0.02471224,0.01103571,0.00006018824,0.000002225273,0.00001147094,0.01660611],"genre_scores_gemma":[0.9866289,0.0009250797,0.0007133814,0.002145054,0.001711545,0.000006372227,0.00001129565,0.000005380913,0.007852999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3554799,"threshold_uncertainty_score":0.999237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03186759383231014,"score_gpt":0.3937806088431141,"score_spread":0.3619130150108039,"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."}}