{"id":"W2801596975","doi":"","title":"Pre-service Teachers’ Understanding of Education for Sustainable Development: Analysis of Reflection Journals Collected from the ‘Early Childhood Education for Sustainable Development’ Class","year":2016,"lang":"en","type":"article","venue":"Early childhood education","topic":"Education, Safety, and Science Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Sustainable development; Education for sustainable development; Reflection (computer programming); Class (philosophy); Early childhood education; Mathematics education; Early childhood; Sociology; Pedagogy; Service (business); Psychology; Political science; Computer science; Business; Developmental psychology; Epistemology; Philosophy; Marketing","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002632508,0.0002651178,0.0004314629,0.000899395,0.002958854,0.000284389,0.0006093606,0.0001909137,0.00007967457],"category_scores_gemma":[0.00255476,0.0002110972,0.0001836385,0.004151366,0.0002069284,0.00143785,0.00005525088,0.0001298838,0.000002623663],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002181982,"about_ca_system_score_gemma":0.02886588,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007674262,"about_ca_topic_score_gemma":0.007734852,"domain_scores_codex":[0.9968413,0.0003240026,0.0009522644,0.0005461083,0.0006464848,0.000689845],"domain_scores_gemma":[0.9939578,0.0009101938,0.00109544,0.0003880282,0.003473505,0.0001750905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00003823946,0.001448335,0.05307338,0.00004781519,0.0007175263,1.84579e-8,0.8900748,0.00001102798,0.0001865682,0.01821711,0.005878963,0.03030618],"study_design_scores_gemma":[0.0002686669,0.00005070128,0.6267633,0.0001368475,0.0003161975,1.556741e-7,0.3485346,7.423241e-7,0.0004911058,0.0160959,0.007147471,0.0001942336],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801283,0.000805666,0.005870629,0.005570997,0.0009238628,0.002567048,0.00001286768,0.00005011856,0.004070521],"genre_scores_gemma":[0.9845854,0.0001528369,0.003664898,0.0002022511,0.0006414704,0.0008187703,0.0001296666,0.00003078338,0.009773924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5736899,"threshold_uncertainty_score":0.9989337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0341222137177405,"score_gpt":0.3257978822361748,"score_spread":0.2916756685184343,"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."}}