{"id":"W4388701222","doi":"10.59287/as-proceedings.34","title":"Digitization And Higher Education In Algeria","year":2023,"lang":"en","type":"article","venue":"","topic":"Blockchain Technology in Education and Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institute for Advanced Research","keywords":"Digitization; Pace; Higher education; Economic shortage; Citizen journalism; Information and Communications Technology; Computer science; Political science; Public relations; Government (linguistics); Geography; Telecommunications; World Wide Web","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001464717,0.0001847164,0.000160283,0.001426568,0.002445917,0.003749364,0.0003551238,0.0007604423,0.008622242],"category_scores_gemma":[0.002215243,0.000139559,0.0001520048,0.004527785,0.002654825,0.002498392,0.002237872,0.0007939307,0.0003350545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006842255,"about_ca_system_score_gemma":0.004357363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02887281,"about_ca_topic_score_gemma":0.02196822,"domain_scores_codex":[0.9986776,0.0005416576,0.00008468021,0.0001484677,0.000249053,0.0002986064],"domain_scores_gemma":[0.9979424,0.0008088457,0.0007540014,0.0001359221,0.0001937866,0.0001650598],"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":[0.0003022312,0.0001925774,0.08909988,0.001880202,0.00008256589,0.003912096,0.06299773,0.003449815,0.001868355,0.4405347,0.017219,0.3784609],"study_design_scores_gemma":[0.0000219014,0.0001000585,0.3141646,0.001574348,0.00003884221,0.002033773,0.0519486,0.00102121,0.001762509,0.02077151,0.6064873,0.00007537467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7393949,0.06181575,0.002179154,0.04211099,0.0004658044,0.0000460723,0.0005579382,0.00005787614,0.1533715],"genre_scores_gemma":[0.9817502,0.009566571,0.0004545516,0.001124811,0.00007810103,0.000008164683,0.00006047423,0.000005668394,0.00695145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02887281,"threshold_uncertainty_score":0.05740952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01009352972224716,"score_gpt":0.2710222904944203,"score_spread":0.2609287607721732,"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."}}