{"id":"W3040731737","doi":"10.29173/irie382","title":"Student Centeredness as Innovation","year":2020,"lang":"en","type":"article","venue":"The International Review of Information Ethics","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Point (geometry); Product (mathematics); Focus (optics); Service (business); Knowledge management; Engineering ethics; Computer science; Engineering management; Sociology; Engineering; Business; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002827531,0.00004805316,0.00007680998,0.00003945646,0.0001964153,0.00006636593,0.0004827343,0.00003755897,0.001426511],"category_scores_gemma":[0.00493346,0.00003593822,0.00003714467,0.0003911935,0.00007150659,0.0007840407,0.00006043565,0.0002855188,0.0003396533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007113536,"about_ca_system_score_gemma":0.000367382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001376903,"about_ca_topic_score_gemma":0.000007493876,"domain_scores_codex":[0.9982572,0.0001707608,0.0004833081,0.00004428138,0.0009770386,0.00006737328],"domain_scores_gemma":[0.9981611,0.0002581095,0.0004123602,0.0000894277,0.001051267,0.00002767104],"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":[0.000005746684,0.00001819692,0.0001282899,0.0003796147,0.00002557451,6.599718e-8,0.04906471,0.00001738544,0.000005480253,0.9141409,0.02413907,0.01207494],"study_design_scores_gemma":[0.00007094812,0.00001179532,0.0005378232,0.0004334748,0.000009059473,3.218921e-7,0.008284622,0.00001664341,0.00003272454,0.001020946,0.9895408,0.00004085388],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006336116,0.0008499704,0.002875644,0.7459792,0.001291841,0.00049737,0.00001354102,0.00004200706,0.2421142],"genre_scores_gemma":[0.7517973,0.05512124,0.0003709611,0.1916116,0.0003652502,0.00004390089,0.0001185203,0.000005168282,0.0005661451],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9654017,"threshold_uncertainty_score":0.9994863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1599699770480929,"score_gpt":0.4739721066066432,"score_spread":0.3140021295585503,"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."}}