{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007965638,0.0005860042,0.001690521,0.001279445,0.002094412,0.007185864,0.002652523,0.002249682,0.01285277],"category_scores_gemma":[0.02131613,0.0004177665,0.0008021952,0.002330698,0.004312122,0.008842857,0.00509715,0.003625204,0.001438851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004102851,"about_ca_system_score_gemma":0.00406061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00364358,"about_ca_topic_score_gemma":0.004327373,"domain_scores_codex":[0.9956655,0.002301957,0.00008554415,0.000368853,0.0009990672,0.0005790882],"domain_scores_gemma":[0.9831355,0.01180205,0.0005368727,0.001042456,0.001838651,0.001644548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006183362,0.0001445954,0.0008545259,0.00007966596,0.00002888542,0.00002890661,0.0001291617,0.03784386,0.00008093031,0.9006124,0.007823457,0.05231174],"study_design_scores_gemma":[0.00001348248,0.00002245666,0.0002523921,0.00004938674,0.000005024718,0.00002284625,0.0002214984,0.06357969,0.00007462376,0.9296162,0.006130067,0.00001229746],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07279249,0.008955779,0.7677619,0.03092002,0.001028674,0.00008740096,0.0003312983,0.0003921353,0.1177302],"genre_scores_gemma":[0.9105366,0.006161415,0.04788799,0.001416242,0.001194264,0.0001454735,0.0002136086,0.0002098971,0.0322344],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01285277,"threshold_uncertainty_score":0.04299676,"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."}}