{"id":"W7126378485","doi":"10.21428/594757db.c7aec3c1","title":"Designing for Fairness in Higher Education Early WarningSystems","year":2024,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Warning system; Psychological intervention; Higher education; Learning analytics; Analytics; Early warning system","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.04174686,0.0008879277,0.001111749,0.0008645176,0.002120055,0.004150493,0.002035795,0.002594391,0.003186654],"category_scores_gemma":[0.1171344,0.0005868205,0.0008146014,0.0006670147,0.00315356,0.006354433,0.003666073,0.00381819,0.0004821644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002498386,"about_ca_system_score_gemma":0.005276574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004418032,"about_ca_topic_score_gemma":0.003704367,"domain_scores_codex":[0.976391,0.01576441,0.0007572132,0.00311822,0.002383011,0.001585994],"domain_scores_gemma":[0.9174896,0.0590068,0.006560082,0.01055907,0.004792033,0.001592441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"qualitative","study_design_scores_codex":[0.001239528,0.001119255,0.1142193,0.0003591961,0.0002984757,0.0002973498,0.002971694,0.4524444,0.005094212,0.2144898,0.006000367,0.2014665],"study_design_scores_gemma":[0.000252868,0.0006049846,0.01082385,0.0001255729,0.0000986523,0.0001481644,0.0009237798,0.6956067,0.006226502,0.2766777,0.008396529,0.0001146763],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2378143,0.000264554,0.7458248,0.007601116,0.0002493837,0.0006156851,0.0002571242,0.0008006671,0.006572374],"genre_scores_gemma":[0.9366127,0.00005260789,0.06121178,0.0006627452,0.00007296586,0.0001644443,0.00008477436,0.00004147948,0.001096472],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9978799,"threshold_uncertainty_score":0.2207812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03332470991835494,"score_gpt":0.3053984177081096,"score_spread":0.2720737077897546,"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."}}