{"id":"W2048852017","doi":"10.1109/educon.2010.5492354","title":"Design of an introductory networking subject in advance of the European Higher Education Area: Challenges, experiences and open issues","year":2010,"lang":"en","type":"article","venue":"","topic":"Network Traffic and Congestion Control","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Consortium canadien en neurodégénérescence associée au vieillissement; Cisco Systems","keywords":"Sketch; Subject (documents); Computer science; Field (mathematics); Quality (philosophy); Class (philosophy); Service (business); Multimedia; Engineering management; World Wide Web; Engineering; Artificial intelligence","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":[0.006387766,0.0005628582,0.0004043751,0.0003200001,0.001712768,0.004193117,0.001190675,0.001771502,0.01738732],"category_scores_gemma":[0.004129632,0.0002807929,0.0004769407,0.0003370227,0.001325404,0.00218486,0.003161926,0.001732017,0.00488382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002164577,"about_ca_system_score_gemma":0.00246952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006490431,"about_ca_topic_score_gemma":0.0009646032,"domain_scores_codex":[0.995725,0.002505074,0.0001262506,0.0004871325,0.0005296418,0.000626768],"domain_scores_gemma":[0.9969103,0.0005672976,0.0001218787,0.0003552115,0.0004890803,0.001556246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009759144,0.00488759,0.01125346,0.0008754676,0.00004641797,0.001579651,0.04162027,0.007819237,0.03785167,0.2030906,0.06274802,0.6272517],"study_design_scores_gemma":[0.000108655,0.001488989,0.007379344,0.0003049024,0.00002045286,0.0007217936,0.009276259,0.003018277,0.01076075,0.01730043,0.9495607,0.00005946336],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3176424,0.00176127,0.3373629,0.01477326,0.003007542,0.002242944,0.0002151212,0.001784528,0.32121],"genre_scores_gemma":[0.4952731,0.001440431,0.1966417,0.003742047,0.0005999646,0.001547222,0.0005794082,0.000687954,0.2994881],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01738732,"threshold_uncertainty_score":0.05816644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02988162491013329,"score_gpt":0.2666491337290102,"score_spread":0.2367675088188769,"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."}}