{"id":"W2904770369","doi":"","title":"A Study on Early Childhood Teachers’ Teaching Efficacy of Guiding Children's Problem Behavior, Optimism, and Happiness","year":2017,"lang":"en","type":"article","venue":"Early childhood education","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Optimism; Happiness; Psychology; Developmental psychology; Early childhood; Social psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007400724,0.0002770693,0.0002771498,0.0003235943,0.00117287,0.000912403,0.001278325,0.00009473976,0.00001593721],"category_scores_gemma":[0.0003849335,0.0002787175,0.0001335601,0.0001488491,0.0000766567,0.00100153,0.000255884,0.000473084,0.00003362978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005871727,"about_ca_system_score_gemma":0.000361242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008239964,"about_ca_topic_score_gemma":0.000007041184,"domain_scores_codex":[0.9978964,0.0002534056,0.0004866837,0.0006851431,0.000371028,0.0003073862],"domain_scores_gemma":[0.9975845,0.00007025198,0.0006315308,0.001405651,0.0001258878,0.0001821893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002360235,0.009665926,0.597105,0.000004715562,0.0001106758,9.325755e-7,0.2906365,0.00001947864,0.00007703291,0.005949355,0.0004407804,0.09598733],"study_design_scores_gemma":[0.0008847524,0.0005817424,0.9959674,0.0002299657,0.00006046527,0.00001831234,0.001675359,0.000003784294,0.0000716631,0.0001645883,0.0000657911,0.0002761186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934978,0.00006811907,0.0008697445,0.001233215,0.0006878587,0.001154619,0.000002546902,0.0001508975,0.002335183],"genre_scores_gemma":[0.9917094,0.000003370395,0.007162218,0.00007478209,0.0002623159,0.0001423148,0.00001182937,0.00003229505,0.0006014901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3988625,"threshold_uncertainty_score":0.9999665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02793915233682689,"score_gpt":0.3104221448840234,"score_spread":0.2824829925471966,"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."}}