{"id":"W4226463980","doi":"","title":"Pareto distribution in virtual education: challenges and opportunities","year":2021,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Educational Technology and Optimization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Pareto principle; Distribution (mathematics); Pareto distribution; Computer science; Economics; Mathematics; Operations management; Statistics","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":[0.0005883598,0.0001331263,0.000256623,0.0003245743,0.0001377898,0.0005039877,0.001277967,0.0001039436,0.0003680648],"category_scores_gemma":[0.0002461782,0.0001391799,0.00003523606,0.0005064151,0.00009998275,0.002623437,0.0006935543,0.0002087601,0.000002546649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006767947,"about_ca_system_score_gemma":0.0006077315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003461121,"about_ca_topic_score_gemma":0.00004400848,"domain_scores_codex":[0.9986893,0.0001777872,0.0003868177,0.0003289031,0.0002508175,0.0001664063],"domain_scores_gemma":[0.9987381,0.0001863606,0.0002652969,0.0003522435,0.0003575781,0.0001004516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002313629,0.000756189,0.06608738,0.00007456404,0.00006392786,0.000041045,0.001016542,0.000267731,0.001055332,0.4031088,0.01442406,0.5130813],"study_design_scores_gemma":[0.0003091872,0.00001394121,0.8461633,0.0004228142,0.00001859455,0.00008613785,0.001427778,0.0008323851,0.006109634,0.1232882,0.02092734,0.0004006173],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6372451,0.2827959,0.03862802,0.02740371,0.002464727,0.0005212945,0.00004569445,0.0001470697,0.01074851],"genre_scores_gemma":[0.8860229,0.1120055,0.001121916,0.0003664505,0.00007384297,0.00004332966,0.00004797584,0.000008565246,0.0003094928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.780076,"threshold_uncertainty_score":0.5675594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3305860767641413,"score_gpt":0.525411762949796,"score_spread":0.1948256861856547,"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."}}