{"id":"W4385079000","doi":"10.5430/wje.v13n3p94","title":"Developing Teachers to Develop Students' 21st Century Skills","year":2023,"lang":"en","type":"article","venue":"World Journal of Education","topic":"Educational Challenges and Innovations","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Action research; Mathematics education; 21st century skills; Psychology; Pedagogy; Medical education; Medicine","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":[0.000754842,0.00008923275,0.0001124526,0.0008958051,0.0001356688,0.0001506965,0.0008069313,0.00002249207,0.00001944525],"category_scores_gemma":[0.000280422,0.0000842647,0.00003354033,0.003951486,0.00001009117,0.0004956212,0.0001191863,0.0001583171,0.0001354323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002940341,"about_ca_system_score_gemma":0.001732393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006693191,"about_ca_topic_score_gemma":0.00002309802,"domain_scores_codex":[0.9987695,0.00004370706,0.0004337845,0.0001435608,0.0004262035,0.0001832711],"domain_scores_gemma":[0.9983525,0.0001068131,0.0002407661,0.0001904356,0.0009919915,0.0001174533],"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":[0.000002894266,0.000473814,0.01277288,0.00001802859,0.00006674646,0.00000231171,0.02194571,0.0001388738,0.0002629787,0.4630881,0.1222724,0.3789553],"study_design_scores_gemma":[0.0001338201,0.00003764961,0.461786,0.0001852394,0.000006368816,0.00002610456,0.004761188,0.000008494454,0.0002103717,0.005546014,0.527113,0.0001858159],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7534428,0.0008788462,0.04717895,0.1748683,0.01580771,0.0004006227,0.000001707645,0.0001375806,0.007283476],"genre_scores_gemma":[0.8415774,0.0005411269,0.1479181,0.003934974,0.001183498,0.00002558037,0.00001159753,0.00001885007,0.004788851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4575421,"threshold_uncertainty_score":0.3436215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03621545213286158,"score_gpt":0.3608506576609495,"score_spread":0.3246352055280879,"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."}}