{"id":"W3154083447","doi":"","title":"A Study on Teachers' Difficulty and Implication of Teacher Training : disciplining children' misbehavior","year":2007,"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":"Psychology; Early childhood teacher; Training (meteorology); Teacher education; Pedagogy; Mathematics education; Developmental psychology; Early childhood education; Geography","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":[0.0005959565,0.0001470967,0.0001611255,0.000180148,0.0001712004,0.000093615,0.0003037331,0.00005893295,0.000003347149],"category_scores_gemma":[0.00005188131,0.0001314786,0.00004206551,0.0003039241,0.00003148933,0.0002798587,0.00005340659,0.0001600355,0.000007922914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005164469,"about_ca_system_score_gemma":0.0001951439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005537312,"about_ca_topic_score_gemma":0.00001999864,"domain_scores_codex":[0.9987739,0.00006286155,0.0003513192,0.0003462211,0.0002533288,0.0002123777],"domain_scores_gemma":[0.999113,0.00007885616,0.0002190249,0.0004078594,0.00006655585,0.0001147539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[9.535302e-7,0.001097624,0.3501762,0.000001080109,0.0000193443,7.812449e-8,0.5931057,0.00000168733,0.0005155966,0.00557676,0.000152089,0.04935297],"study_design_scores_gemma":[0.0002121403,0.0002021717,0.9849705,0.00003623184,0.0000141731,0.00001129705,0.01391777,5.000786e-7,0.0002404984,0.0002129757,0.00004398239,0.000137751],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970319,0.00009297764,0.0006370794,0.000427053,0.0002947812,0.000526408,0.000002113504,0.00005963862,0.0009280484],"genre_scores_gemma":[0.9983879,0.000001201803,0.0009550504,0.00004010441,0.0003398,0.00004524991,0.00001153766,0.00001214051,0.0002070509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6347944,"threshold_uncertainty_score":0.5361544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02172019929293085,"score_gpt":0.3064578930656757,"score_spread":0.2847376937727449,"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."}}