{"id":"W4413109270","doi":"10.1136/ebnurs-2024-104243","title":"COVID-19 era e-learning in nursing education provides future lessons for the increasing digitalisation of higher education","year":2025,"lang":"en","type":"article","venue":"Evidence-Based Nursing","topic":"Health Education and Validation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Nurse education; Nursing; Political science; Medicine; Virology","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":[],"consensus_categories":[],"category_scores_codex":[0.003089473,0.0001283536,0.0001668953,0.000333174,0.001153908,0.0002195929,0.0002222041,0.0001450646,0.00006436895],"category_scores_gemma":[0.006555574,0.0001214862,0.0000730825,0.001201361,0.0002799948,0.0008763844,0.000005004878,0.0002193523,0.000001800315],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002525655,"about_ca_system_score_gemma":0.01825625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00312478,"about_ca_topic_score_gemma":0.0002437321,"domain_scores_codex":[0.9974971,0.001128706,0.00045559,0.0002991551,0.0003214072,0.0002980174],"domain_scores_gemma":[0.9960042,0.002906422,0.0003432806,0.0002067457,0.000374504,0.0001648353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001282289,0.0004801115,0.01306719,0.0002868776,0.00000480177,2.626513e-8,0.02226555,0.0007641368,0.00019933,0.1270457,0.004985829,0.8307723],"study_design_scores_gemma":[0.001207959,0.0001685177,0.3461443,0.02681668,0.0002480902,0.000001729753,0.2099805,0.003014053,0.001051885,0.04754408,0.3631097,0.000712447],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1158697,0.007229563,0.01636059,0.842939,0.007365292,0.002961765,0.000004072532,0.0001606021,0.007109358],"genre_scores_gemma":[0.9927922,0.0001459755,0.001602576,0.003223074,0.0009572565,0.0002570209,0.00004476779,0.00001310696,0.0009639477],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8769225,"threshold_uncertainty_score":0.9873093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1067997761528873,"score_gpt":0.492504335727191,"score_spread":0.3857045595743038,"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."}}