{"id":"W4281258793","doi":"10.5539/ies.v15n3p107","title":"Dimensions of the Learning University in Confronting COVID 19 Pandemic Challenges: A Field Study in Saudi Public Universities from a Leadership Perspectives","year":2022,"lang":"en","type":"article","venue":"International Education Studies","topic":"Organizational and Employee Performance","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Public relations; Scale (ratio); Higher education; Psychology; Work (physics); Political science; Sociology; Medical education; Pedagogy; Medicine; Geography; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003133355,0.0002149199,0.0001650094,0.0008294904,0.002420916,0.00157915,0.0003509294,0.0005064882,0.001660848],"category_scores_gemma":[0.003581521,0.0001589915,0.0002081612,0.000375169,0.001343144,0.001161454,0.001115547,0.0009485323,0.000200474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001356745,"about_ca_system_score_gemma":0.003090034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005670529,"about_ca_topic_score_gemma":0.01381177,"domain_scores_codex":[0.9986744,0.0006123628,0.00005301713,0.00006170387,0.0002026133,0.0003959715],"domain_scores_gemma":[0.9953437,0.001225267,0.0009324714,0.000143863,0.0009515023,0.001403083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002260683,0.002299239,0.608766,0.0001967038,0.00001896276,0.001389357,0.3390374,0.0002179889,0.002962058,0.001913355,0.001443169,0.0415298],"study_design_scores_gemma":[0.00001260822,0.0007981055,0.2251406,0.00008516284,0.00001092374,0.00037031,0.7669801,0.0003906015,0.0007018662,0.0002541746,0.00523101,0.00002457698],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991668,0.00003558448,0.0000568156,0.0001473715,0.000004785254,0.00001536542,0.000005085464,4.625877e-7,0.0005676988],"genre_scores_gemma":[0.9993279,0.00006926023,0.00008855697,0.00007137828,0.000006217586,0.00001241668,0.00000666801,3.84021e-7,0.0004173604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005670529,"threshold_uncertainty_score":0.01657099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.177516326929191,"score_gpt":0.3366244466696169,"score_spread":0.1591081197404259,"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."}}