{"id":"W7101424521","doi":"10.1108/979-8-88730-696-420251006","title":"Active Learning Using Boppps and Bloom’s Digital Taxonomy for Synchronous Online Classrooms","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Active learning (machine learning); Taxonomy (biology); Blended learning; Modalities; Online learning; Digital learning; Experiential learning; Educational technology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001215162,0.0002017949,0.0002323729,0.0001123339,0.0003620977,0.0003012883,0.0001062015,0.0002446535,0.001001621],"category_scores_gemma":[0.00002840866,0.0001951366,0.0001136234,0.00002420361,0.000204544,0.0002477538,0.00006131129,0.0003184534,0.00003589487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002354251,"about_ca_system_score_gemma":0.000803954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003231266,"about_ca_topic_score_gemma":0.001520258,"domain_scores_codex":[0.9990163,0.000009262725,0.0001870697,0.0003481672,0.000206166,0.0002330178],"domain_scores_gemma":[0.9992485,0.0003493664,0.0001186904,0.00006587942,0.0001101302,0.0001074115],"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":[0.00001718506,0.00003902636,0.000290018,0.00007533375,0.000224526,0.000004053605,0.001954821,0.000009164622,0.000003092203,0.9289204,0.001241609,0.06722073],"study_design_scores_gemma":[0.00008883094,0.00005464101,0.00001338079,0.00008457059,0.00009399516,0.000002222451,0.005280959,0.0001461647,4.821592e-7,0.03023383,0.9637479,0.0002530319],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001502288,0.0005823891,0.0005873301,0.001004962,0.0005622942,0.000622354,0.0001630511,0.000089154,0.9948862],"genre_scores_gemma":[0.02185995,0.0001719124,0.001276475,0.00006644008,0.002007948,0.00002638396,0.0002599873,0.00004166277,0.9742892],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9625063,"threshold_uncertainty_score":0.9999116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1072278596126333,"score_gpt":0.3781233833280623,"score_spread":0.270895523715429,"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."}}