{"id":"W4406937872","doi":"10.59197/asrhe.v6i1.11735","title":"Empowering Educators through SoTL: Insights and Innovations from Real-Time Audience Engagement","year":2025,"lang":"en","type":"article","venue":"Advancing Scholarship and Research in Higher Education","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Sociology; Psychology; Computer science; Mathematics education; Knowledge management","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":[0.03165042,0.0007236914,0.0005299551,0.002479525,0.006126441,0.01506351,0.002656715,0.003346676,0.008488437],"category_scores_gemma":[0.03765654,0.0004333994,0.0007904307,0.001721767,0.0137417,0.01137748,0.01862511,0.004294441,0.001410876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003881514,"about_ca_system_score_gemma":0.005138475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001071126,"about_ca_topic_score_gemma":0.003071707,"domain_scores_codex":[0.9706546,0.02377128,0.0004218593,0.001291045,0.002239809,0.001621334],"domain_scores_gemma":[0.9515603,0.04114012,0.001345196,0.002205312,0.001713056,0.002035987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001225235,0.0003907861,0.005317796,0.001111479,0.00003026302,0.001054752,0.8270868,0.0003277704,0.002447362,0.02994898,0.006330463,0.125831],"study_design_scores_gemma":[0.00005487364,0.0003263664,0.003685637,0.001517666,0.00003909938,0.0004192498,0.7660226,0.0008811342,0.002051317,0.02389281,0.2010472,0.0000619905],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6496716,0.006892402,0.08924236,0.07012025,0.001854854,0.00137517,0.0004376463,0.0007895431,0.1796162],"genre_scores_gemma":[0.9592457,0.002370992,0.02172257,0.003498915,0.0002860546,0.0008204388,0.0001352485,0.0001903635,0.01172953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03165042,"threshold_uncertainty_score":0.1673855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05948686612813334,"score_gpt":0.4367790998842085,"score_spread":0.3772922337560751,"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."}}