{"id":"W2565903849","doi":"10.19173/irrodl.v17i6.2812","title":"Ethical Considerations in the Practical Application of the Unisa Socio-Critical Model of Student Success","year":2016,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Learning analytics; Accountability; Government (linguistics); Big data; Higher education; Student engagement; Sociology; Democracy; Public relations; Critical thinking; Analytics; Class (philosophy); Computer science; Mathematics education; Political science; Pedagogy; Psychology; Data science; Law; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1189476,0.0007446961,0.0009050407,0.001626669,0.01130286,0.01768404,0.003267106,0.01190774,0.004127405],"category_scores_gemma":[0.1140585,0.0005362064,0.000718142,0.001453934,0.07086329,0.01297759,0.01069947,0.01763201,0.0008413229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01082624,"about_ca_system_score_gemma":0.01319468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004734486,"about_ca_topic_score_gemma":0.005100319,"domain_scores_codex":[0.8950438,0.09195899,0.001309004,0.003158356,0.006507602,0.002022244],"domain_scores_gemma":[0.8627375,0.1110534,0.00470243,0.008938409,0.008845993,0.003722276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001400325,0.00003012975,0.000670949,0.00003691986,0.000007241022,0.000134664,0.01528767,0.0005476226,0.00005789546,0.9742233,0.003972886,0.005016727],"study_design_scores_gemma":[0.00001857498,0.00002755533,0.0004466745,0.0002437214,0.000005735249,0.00008408348,0.01163532,0.002919503,0.0001290774,0.9458198,0.0386389,0.0000311597],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04083955,0.002273045,0.06892536,0.7235703,0.001649579,0.0004612271,0.00008785543,0.00008365144,0.1621095],"genre_scores_gemma":[0.9317817,0.0007489585,0.03006062,0.02547351,0.0006475709,0.001196886,0.00002546178,0.00006572378,0.00999945],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1189476,"threshold_uncertainty_score":0.6290623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1514281058191468,"score_gpt":0.5336481001950486,"score_spread":0.3822199943759018,"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."}}