{"id":"W4408609010","doi":"10.1007/978-981-96-0722-8_12","title":"Innovations in Blended Learning: Lessons and Best Practices","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Blended learning; Computer science; Mathematics education; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001010089,0.0005380674,0.0003947628,0.0009810962,0.0006126071,0.005604578,0.001312831,0.002028673,0.01408693],"category_scores_gemma":[0.002093452,0.0002389111,0.0004533458,0.001712387,0.001741333,0.004720779,0.002163553,0.002907665,0.004163153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001532412,"about_ca_system_score_gemma":0.001413115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007514302,"about_ca_topic_score_gemma":0.001259549,"domain_scores_codex":[0.9992987,0.0001832165,0.00003751896,0.00006859378,0.0003707586,0.00004127594],"domain_scores_gemma":[0.9989719,0.0007298068,0.0000266497,0.00008019526,0.0001183455,0.00007305833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001833409,0.0001259761,0.0001026446,0.0006354321,0.000008641388,0.00007901457,0.001114512,0.0009660975,0.0006708502,0.3034479,0.05078042,0.6420502],"study_design_scores_gemma":[0.000009266821,0.00004227339,0.0002654358,0.001112202,0.000007600408,0.0002491048,0.0005350196,0.001193117,0.0008926836,0.1484102,0.8472667,0.00001637741],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.005220816,0.2362289,0.09310662,0.01081585,0.006015889,0.0001692498,0.00008179501,0.0004900961,0.6478707],"genre_scores_gemma":[0.07324391,0.1820468,0.07296403,0.003523488,0.003063226,0.0003469423,0.0002520414,0.0003525817,0.664207],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01408693,"threshold_uncertainty_score":0.04712546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07992414791908412,"score_gpt":0.3968387325517582,"score_spread":0.3169145846326741,"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."}}