{"id":"W2993013578","doi":"","title":"A Study about In-Service Teacher's Expectations and Fears on the Improvement of Teaching Practices and Action Research in Early Childhood Education","year":2008,"lang":"en","type":"article","venue":"Early childhood education","topic":"Educational Systems and Policies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Action (physics); Action research; Service (business); Psychology; Pedagogy; Early childhood education; Early childhood teacher; Sociology; Business; 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":[],"consensus_categories":[],"category_scores_codex":[0.001368113,0.0001503157,0.0001589212,0.000576505,0.0004596389,0.0002075777,0.0003569879,0.00006298639,0.000002498568],"category_scores_gemma":[0.0003178515,0.0001276639,0.00002062868,0.0008131049,0.00005420433,0.0009508472,0.0000942121,0.0005522553,0.000008766356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001397867,"about_ca_system_score_gemma":0.001271316,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02352119,"about_ca_topic_score_gemma":0.001027559,"domain_scores_codex":[0.99789,0.0005655256,0.0004020268,0.0004281746,0.0004703122,0.0002439635],"domain_scores_gemma":[0.9984635,0.0004540822,0.000370959,0.0004565412,0.0001757278,0.00007921339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000003189434,0.003673235,0.1648457,0.000009714704,0.00001748175,2.438286e-7,0.7953572,0.000005273513,0.0001770164,0.008073403,0.0002203348,0.02761725],"study_design_scores_gemma":[0.0002254433,0.0003063685,0.9265966,0.0001491327,0.000004425067,0.00001300487,0.0713628,0.000007011472,0.00007944005,0.001074405,0.00007085444,0.0001105441],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904059,0.0005262381,0.000009333287,0.00620481,0.0003438299,0.001243968,0.000001099551,0.00001992312,0.001244924],"genre_scores_gemma":[0.9985633,0.00005150088,0.0003664989,0.0001876748,0.0002569517,0.000418773,0.00000428334,0.00001280989,0.000138163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7617509,"threshold_uncertainty_score":0.9829813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05856812117998476,"score_gpt":0.363978278579199,"score_spread":0.3054101573992142,"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."}}