{"id":"W3183631586","doi":"10.4995/head21.2021.13016","title":"Social Systems in Higher Education: Collectivities and Technology","year":2021,"lang":"en","type":"article","venue":"","topic":"Communication and COVID-19 Impact","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Sociology; Perspective (graphical); Social system; Epistemology; Core (optical fiber); Process (computing); Pandemic; Higher education; Coronavirus disease 2019 (COVID-19); Social science; Knowledge management; Computer science; Political science; Artificial intelligence","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":[0.006476314,0.0003797381,0.0005377429,0.00509777,0.004754825,0.01031469,0.0006865237,0.0009450134,0.001824317],"category_scores_gemma":[0.005891909,0.0002815336,0.0003347892,0.005366054,0.02892697,0.008338893,0.009058033,0.001761563,0.0001015171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004708464,"about_ca_system_score_gemma":0.003887265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004365759,"about_ca_topic_score_gemma":0.005474062,"domain_scores_codex":[0.9942394,0.003937799,0.0001657193,0.0003085397,0.000996884,0.0003516011],"domain_scores_gemma":[0.9899852,0.007014718,0.001145844,0.0008743047,0.0004887892,0.0004911798],"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":[0.00001534354,0.00005076914,0.0212684,0.0002994201,0.00005637893,0.0001843427,0.1131766,0.001311143,0.0002552508,0.8128299,0.0008572132,0.04969533],"study_design_scores_gemma":[0.00001463475,0.0001509097,0.04792327,0.0007808951,0.00004817548,0.0004950343,0.1185,0.001702296,0.0004337063,0.7299988,0.09987782,0.00007436799],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6092436,0.03693455,0.05580242,0.03430131,0.0003056376,0.0002896858,0.0002225178,0.0001474273,0.262753],"genre_scores_gemma":[0.9919367,0.004276537,0.002049612,0.0003730819,0.0001024182,0.00006632583,0.00002951827,0.00001113895,0.001154649],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01031469,"threshold_uncertainty_score":0.03425044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07885852443039085,"score_gpt":0.3961554875054397,"score_spread":0.3172969630750488,"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."}}