{"id":"W4389953671","doi":"10.5539/jel.v13n1p101","title":"Developing a Model to Enhance Junior High School Teacher 21st Century Learning Management Competencies","year":2023,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mahasarakham University; National Research Council of Thailand","keywords":"Curriculum; Excellence; Coaching; Blended learning; Educational technology; Psychology; Pedagogy; Knowledge management; Computer science; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00104364,0.00009314105,0.0001641582,0.0004757892,0.0009468239,0.00009820506,0.0001739765,0.00005905944,0.0001137242],"category_scores_gemma":[0.0008795442,0.00009289199,0.00003510659,0.000757651,0.00007941299,0.0002272444,0.00005988775,0.0005285876,0.00009130262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000277975,"about_ca_system_score_gemma":0.0006490905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006811543,"about_ca_topic_score_gemma":0.00002670012,"domain_scores_codex":[0.9988595,0.0001678177,0.0002918258,0.0001513559,0.0002786079,0.0002509164],"domain_scores_gemma":[0.9992309,0.00009459584,0.0002460567,0.00006489416,0.0002295825,0.0001339477],"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":[0.00003444234,0.0001244177,0.01603697,0.000076314,0.0001432008,0.000002830724,0.1904017,0.01192761,0.0009678836,0.03079584,0.01494224,0.7345465],"study_design_scores_gemma":[0.00008940986,0.00003779835,0.04119555,0.000199739,0.00001761268,0.000003194433,0.4086166,0.00007196194,0.00005263358,0.0007866746,0.5487698,0.0001590065],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734814,0.0005872374,0.001202766,0.01081578,0.0007385723,0.0001385069,1.314544e-7,0.0002131739,0.0128224],"genre_scores_gemma":[0.9341046,0.004038041,0.0139408,0.0003171939,0.0002824861,0.00002023443,0.000001293392,0.00001208675,0.04728323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7343875,"threshold_uncertainty_score":0.7282299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03147631535287469,"score_gpt":0.3682616027110092,"score_spread":0.3367852873581345,"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."}}