{"id":"W4400482740","doi":"10.55016/ojs/cpai.v5i1.75107","title":"Ethical use of learning analytics for student support, not surveillance","year":2022,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Red River College","funders":"","keywords":"Learning analytics; Analytics; Computer science; Data science; Psychology","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":[0.1044785,0.000725708,0.0009876532,0.002889114,0.02783195,0.04974743,0.005432134,0.01017107,0.004801472],"category_scores_gemma":[0.2552096,0.0006492488,0.0006987879,0.003793108,0.09331377,0.01927769,0.01802059,0.01929784,0.001305284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04888276,"about_ca_system_score_gemma":0.1468727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1788017,"about_ca_topic_score_gemma":0.1906868,"domain_scores_codex":[0.7183703,0.16772,0.007761137,0.009105132,0.08141071,0.01563264],"domain_scores_gemma":[0.609111,0.1893636,0.03766849,0.05099082,0.08364609,0.02922003],"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":[0.00005161999,0.0001047077,0.007650458,0.0003126711,0.00003284917,0.0004568384,0.193224,0.0006294578,0.0007884162,0.6490957,0.04303262,0.1046207],"study_design_scores_gemma":[0.00002756815,0.00009469185,0.00467973,0.003029051,0.00003941498,0.0005522387,0.179512,0.002167553,0.002769791,0.2580659,0.5488086,0.0002534604],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04719449,0.004735117,0.03718981,0.6604034,0.00205546,0.0003507902,0.0001471857,0.0003056657,0.2476182],"genre_scores_gemma":[0.9329854,0.002350094,0.009334062,0.03351568,0.0005199552,0.000199656,0.00005590642,0.0001605469,0.02087868],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1788017,"threshold_uncertainty_score":0.5525416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05240679451408058,"score_gpt":0.3406720503467055,"score_spread":0.2882652558326249,"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."}}