{"id":"W4401129653","doi":"10.5771/9781475869231-115","title":"Teaching and Learning Through Active Engagement","year":2024,"lang":"en","type":"book-chapter","venue":"Teaching and Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Active learning (machine learning); Psychology; Mathematics education; Computer science; 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":[0.0004931347,0.0005901263,0.0002786381,0.0006096901,0.0009697773,0.005977394,0.001052663,0.001471184,0.02566374],"category_scores_gemma":[0.0009072778,0.0002007029,0.0002906251,0.0008805257,0.002334326,0.006412744,0.0039876,0.002408655,0.007034421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001220818,"about_ca_system_score_gemma":0.001068779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006318255,"about_ca_topic_score_gemma":0.001351181,"domain_scores_codex":[0.9995609,0.0001101928,0.0000114091,0.00004783219,0.0002296471,0.0000399574],"domain_scores_gemma":[0.9996164,0.0002050328,0.00001727797,0.00005732019,0.00004346134,0.00006041254],"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":[0.00001111285,0.0000784015,0.00007812504,0.0001730447,0.000004828231,0.00005844158,0.00229803,0.0005461627,0.001727934,0.7036384,0.02794556,0.2634399],"study_design_scores_gemma":[0.000004798506,0.00002733933,0.0002057761,0.0002398721,0.000004302945,0.0001781531,0.00104805,0.001249316,0.001605165,0.332351,0.6630784,0.000007809272],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002336169,0.005349714,0.05625532,0.001678992,0.0005061212,0.00004474875,0.00002946771,0.0002190246,0.9335805],"genre_scores_gemma":[0.05988007,0.007544768,0.01976471,0.000520919,0.0004117772,0.0001547458,0.0000777796,0.0001586212,0.9114866],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02566374,"threshold_uncertainty_score":0.08585376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03227472525463507,"score_gpt":0.3309616100254982,"score_spread":0.2986868847708631,"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."}}