{"id":"W3015590372","doi":"","title":"Awareness of Early Childhood Teachers' Application of STEAM Education and the Need for Teacher Education Approaches","year":2017,"lang":"en","type":"article","venue":"Early childhood education","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Early childhood teacher; Early childhood education; Psychology; Pedagogy; Teacher education; Mathematics education; 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":[0.001146862,0.000234946,0.0003274491,0.0002664562,0.0006205137,0.0003185493,0.001520052,0.0001460331,0.00000674203],"category_scores_gemma":[0.0007935615,0.0001956861,0.0001342258,0.0002436608,0.0003456644,0.00113148,0.0001670144,0.0002449128,0.000007894902],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008152964,"about_ca_system_score_gemma":0.007576905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003033519,"about_ca_topic_score_gemma":0.00005162948,"domain_scores_codex":[0.9979646,0.000205282,0.0005235467,0.0005615692,0.0004466005,0.0002984125],"domain_scores_gemma":[0.9964848,0.0002753201,0.0008797635,0.001596509,0.0005899891,0.0001735772],"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":[0.00002934368,0.003105504,0.0542054,0.00005824617,0.00005957506,5.320136e-9,0.0540787,0.000004990673,0.0002038955,0.1138066,0.001053618,0.7733942],"study_design_scores_gemma":[0.0007364071,0.00013616,0.9642204,0.00008076522,0.00004344538,0.000005212822,0.003081381,0.0001296609,0.0008557281,0.02966764,0.0008460952,0.0001971292],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704301,0.001727972,0.01531153,0.00617516,0.0008966129,0.002126057,0.00001156938,0.00003661441,0.00328432],"genre_scores_gemma":[0.9897425,0.00006420265,0.007123574,0.0001153227,0.0007149078,0.001142847,0.00008592149,0.0000265267,0.0009841537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.910015,"threshold_uncertainty_score":0.9980492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03029218964239368,"score_gpt":0.3174071098322029,"score_spread":0.2871149201898093,"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."}}