{"id":"W4307030340","doi":"10.34190/ecel.21.1.912","title":"Technology in the Pandemic: Rupturing the Aura of Higher Education","year":2022,"lang":"en","type":"article","venue":"European Conference on e-Learning","topic":"Digital Education and Society","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Higher education; Educational technology; Pedagogy; Sociology; Psychology; Public relations; Engineering ethics; Political science; Engineering; Law","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":[0.0007586536,0.00006994982,0.00006697427,0.00007683587,0.0002601908,0.0001142655,0.001201998,0.0000126182,0.0000924413],"category_scores_gemma":[0.00006951434,0.00004685962,0.000032442,0.0005269009,0.00005927071,0.0001057793,0.0002907827,0.0006115854,0.00003776811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003687542,"about_ca_system_score_gemma":0.0001393542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007471576,"about_ca_topic_score_gemma":5.58097e-7,"domain_scores_codex":[0.9988117,0.0005110556,0.0001539519,0.000184684,0.0002056321,0.0001330247],"domain_scores_gemma":[0.9994345,0.00007988016,0.0001178772,0.0003090009,0.00004271624,0.0000159783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002493292,0.0001462454,0.008358959,0.000004915356,0.000005366784,0.000002318949,0.01448746,0.0008444583,0.000234477,0.8620142,0.001009088,0.11289],"study_design_scores_gemma":[0.0003932386,0.0003923375,0.1509363,0.00006838475,0.000006321859,0.00003496949,0.04389042,0.004673969,0.00008508001,0.009248843,0.7899085,0.0003616272],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3484694,0.0001737569,0.00127631,0.02273775,0.000877915,0.0002623413,6.547838e-7,0.0002425234,0.6259593],"genre_scores_gemma":[0.9918339,0.00001187843,0.0001739813,0.001061335,0.00002917644,0.00001672612,0.000002022967,0.000006450834,0.006864509],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8527653,"threshold_uncertainty_score":0.2657068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03561225189196946,"score_gpt":0.2788170089497975,"score_spread":0.243204757057828,"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."}}