{"id":"W2944341980","doi":"","title":"Exploring Pre-service Early Childhood Teachers’ Concepts of Core Competencies Through Network Analysis","year":2017,"lang":"en","type":"article","venue":"Early childhood education","topic":"Educational Systems and Policies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Core competency; Core (optical fiber); Psychology; Service (business); Early childhood; Early childhood teacher; Pedagogy; Developmental psychology; Business; Computer science; Marketing; Telecommunications","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":[0.0003446186,0.0002568804,0.0004272302,0.0001513924,0.0008020292,0.0005031624,0.001755404,0.00008732131,0.00002437442],"category_scores_gemma":[0.0001059448,0.0002513532,0.0002093417,0.0008131597,0.000100741,0.002403202,0.0002409013,0.0002213278,0.00005056386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006574257,"about_ca_system_score_gemma":0.0006404056,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01575346,"about_ca_topic_score_gemma":0.0003474638,"domain_scores_codex":[0.998036,0.00009403536,0.0005094852,0.0004885411,0.0004617105,0.0004102164],"domain_scores_gemma":[0.9969866,0.0001192967,0.0007780067,0.001653092,0.0003208406,0.000142135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000001198099,0.0004140678,0.2677061,0.00001034795,0.0004439906,2.295719e-7,0.6827799,0.0005292938,0.00006369285,0.04028591,0.001059326,0.006705912],"study_design_scores_gemma":[0.0001640795,0.00006824265,0.9936009,0.0001195317,0.0001171881,0.000003340589,0.001431581,0.00002162229,0.0001368389,0.002734471,0.001339668,0.000262546],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905584,0.0006284712,0.002280157,0.001492452,0.001842414,0.0003484109,0.000009409224,0.00009388963,0.002746401],"genre_scores_gemma":[0.9886547,0.00005082704,0.009282635,0.0003392165,0.001237258,0.0001102818,0.00002751666,0.00001941153,0.0002781341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7258947,"threshold_uncertainty_score":0.9999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05630813901605166,"score_gpt":0.2986876685478705,"score_spread":0.2423795295318189,"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."}}