{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001599067,0.0001789102,0.0003186637,0.0004043668,0.0004356772,0.00006258342,0.00106142,0.0002634745,0.00006513337],"category_scores_gemma":[0.001825756,0.0001894957,0.0001747168,0.0005464281,0.0001256262,0.0001183603,0.0001884726,0.006490421,0.000007213722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009216678,"about_ca_system_score_gemma":0.00109117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005621863,"about_ca_topic_score_gemma":0.003263037,"domain_scores_codex":[0.9977125,0.0003981186,0.0003459609,0.0005652483,0.0004923278,0.0004858274],"domain_scores_gemma":[0.9981645,0.0006508028,0.0001950829,0.0003865217,0.0002771222,0.0003259068],"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":[0.00007407975,0.0001417456,0.05342795,0.00003191418,0.0001584574,0.00003985464,0.01740781,0.02991001,0.0002080063,0.8817244,0.01350067,0.003375107],"study_design_scores_gemma":[0.001574293,0.002823171,0.05289625,0.00007175781,0.00006223731,0.00007278491,0.03358562,0.5350558,0.000286459,0.005585335,0.3665382,0.001448084],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7120277,0.0003639207,0.06429196,0.21566,0.001688603,0.001344729,0.001073949,0.0005143062,0.00303478],"genre_scores_gemma":[0.9937301,0.00004484501,0.002409847,0.002010901,0.0001097902,0.00001746476,0.00001681802,0.00001768309,0.001642528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.876139,"threshold_uncertainty_score":0.9958016,"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."}}