{"id":"W4417022444","doi":"10.5539/hes.v16n1p11","title":"The Effects of Design-Based Learning on Novice Teachers&amp;#39; Active Learning Management Abilities","year":2025,"lang":"","type":"article","venue":"Higher Education Studies","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Active learning (machine learning); Orchestration; Instructional design; Teaching method; Plan (archaeology); Faculty development; Academic achievement; Intervention (counseling)","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":[0.002224266,0.000452695,0.0003026186,0.0003767217,0.0003963694,0.0007649084,0.0005632728,0.000442221,0.002259233],"category_scores_gemma":[0.01509979,0.0001891043,0.0003753343,0.0001047962,0.0007504817,0.0004592709,0.001520788,0.0007137324,0.0003107553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003624371,"about_ca_system_score_gemma":0.0006009495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004298447,"about_ca_topic_score_gemma":0.001052841,"domain_scores_codex":[0.9976705,0.001183811,0.0001634899,0.000257297,0.0004690562,0.0002558538],"domain_scores_gemma":[0.981174,0.01278821,0.001979609,0.001018788,0.0007951556,0.002244277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003437926,0.04332438,0.1416272,0.001560293,0.0002690515,0.0008176739,0.01849751,0.002346318,0.0567241,0.0006545074,0.001620314,0.7291208],"study_design_scores_gemma":[0.0009769645,0.05038557,0.88469,0.0004945793,0.0002746663,0.0009916835,0.01149692,0.002886628,0.03186009,0.002270201,0.01354228,0.0001303526],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997196,0.0001351267,0.0004000789,0.00006055357,0.000007724475,0.00006490672,0.000009579951,0.00001966612,0.002106393],"genre_scores_gemma":[0.9957464,0.0001424572,0.002549307,0.00006564242,0.000007008258,0.00009646115,0.00002487927,0.000005090911,0.001362707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002259233,"threshold_uncertainty_score":0.01176322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07139207595903883,"score_gpt":0.4468853911024512,"score_spread":0.3754933151434124,"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."}}