{"id":"W4383345488","doi":"10.1007/s10639-023-11964-6","title":"Microlearning: A new normal for flexible teacher professional development in online and blended learning","year":2023,"lang":"en","type":"article","venue":"Education and Information Technologies","topic":"E-Learning and COVID-19","field":"Social Sciences","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Blended learning; Educational technology; Professional development; Technology integration; Faculty development; Computer science; Electronic learning; Multimedia; Computer-Assisted Instruction; Mathematics education; Pedagogy; Psychology","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":[0.002269105,0.0006261414,0.0004860207,0.001323321,0.001056627,0.004164897,0.00224071,0.001100731,0.01700988],"category_scores_gemma":[0.007429339,0.0004593043,0.0004844397,0.0008700067,0.001630845,0.006263029,0.01064986,0.001801516,0.004679821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006033487,"about_ca_system_score_gemma":0.002161052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00105951,"about_ca_topic_score_gemma":0.001659313,"domain_scores_codex":[0.9967707,0.0005584137,0.0002253075,0.0006579633,0.001482784,0.0003048329],"domain_scores_gemma":[0.9951209,0.001462731,0.0002559941,0.001415876,0.0008280808,0.0009162836],"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":[0.0004454952,0.0004540672,0.002561285,0.0001506461,0.00001250896,0.0001259578,0.002791039,0.001083647,0.02611922,0.02281526,0.005131902,0.938309],"study_design_scores_gemma":[0.0003706078,0.002214559,0.01354002,0.0007319528,0.0001589471,0.003774251,0.0065591,0.1340326,0.1877214,0.1219864,0.5284182,0.0004918608],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05249477,0.0003573602,0.8863631,0.000556431,0.0003771696,0.0004315948,0.0001866637,0.01474081,0.04449208],"genre_scores_gemma":[0.3567705,0.000341288,0.5858138,0.000421964,0.0001306398,0.0005835262,0.0004930597,0.002660973,0.05278429],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01700988,"threshold_uncertainty_score":0.05690372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0266677578612084,"score_gpt":0.3456072913460003,"score_spread":0.3189395334847919,"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."}}