{"id":"W2900537763","doi":"","title":"Structural Relationships between Early Childhood Teachers' Educational Beliefs, Role Performance and an Educational Program' Quality","year":2014,"lang":"en","type":"article","venue":"Early childhood education","topic":"Educational Systems and Policies","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Psychology; Early childhood; Early childhood education; Developmental psychology; Pedagogy; Mathematics education","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":[0.0009845227,0.0003531755,0.0002960582,0.0002869348,0.001044247,0.0006903925,0.0008266404,0.0001969423,0.0000450541],"category_scores_gemma":[0.0003039415,0.0003573435,0.00008304237,0.0005517724,0.0001266087,0.002333306,0.0001095918,0.000540803,0.0001231228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001468156,"about_ca_system_score_gemma":0.001686659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001721888,"about_ca_topic_score_gemma":0.00004727468,"domain_scores_codex":[0.9969682,0.0005303667,0.0006714281,0.0007637994,0.0005903883,0.0004758796],"domain_scores_gemma":[0.9975674,0.0004070322,0.0004080435,0.0008448368,0.0003001894,0.0004725188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[6.638708e-7,0.00047161,0.7122573,0.000009198009,0.00003137247,5.902108e-9,0.1061292,0.00001015868,0.00001456519,0.1042241,0.0007471573,0.07610467],"study_design_scores_gemma":[0.0002236285,0.0001883605,0.968613,0.00005615172,0.00001819839,0.00001420553,0.0004439808,0.00003123797,0.00002312029,0.02827586,0.001680798,0.0004314015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867402,0.0003352458,0.0001670024,0.008153711,0.001001789,0.0006931066,0.00001580983,0.000171342,0.002721779],"genre_scores_gemma":[0.9811971,0.000008272445,0.01298774,0.0002163869,0.004052707,0.0002863148,0.0003613078,0.00003270671,0.0008574317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2563557,"threshold_uncertainty_score":0.9998879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01774109962107767,"score_gpt":0.288272671846682,"score_spread":0.2705315722256044,"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."}}