{"id":"W4407011983","doi":"10.61455/sicopus.v2i03.203","title":"Early Childhood Care Education (ECCE) and National Security","year":2024,"lang":"en","type":"article","venue":"Solo International Collaboration and Publication of Social Sciences and Humanities","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Early childhood education; Political science; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005224313,0.00007841224,0.0000797361,0.000280895,0.0010374,0.001245401,0.0001122305,0.00006631725,0.0002732273],"category_scores_gemma":[0.0001511117,0.00007950997,0.00001839024,0.0003640418,0.0006853208,0.001088723,0.00003602263,0.00006852756,0.000005059579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008388761,"about_ca_system_score_gemma":0.00171003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004215199,"about_ca_topic_score_gemma":0.0006190628,"domain_scores_codex":[0.9988967,0.00006491056,0.0002116018,0.0002270219,0.0004950695,0.0001046891],"domain_scores_gemma":[0.9986945,0.00007430965,0.0000957766,0.00002536557,0.001061051,0.00004899071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001498257,0.00001837428,0.001520842,0.00001338873,0.00001077006,2.033206e-8,0.1661857,1.019844e-7,0.000004209576,0.82296,0.002657234,0.006627898],"study_design_scores_gemma":[0.0001624886,0.00005982769,0.1628391,0.00004715426,0.00001269563,0.000001650329,0.1966179,0.00003275575,0.00001751497,0.07043776,0.5695684,0.0002027216],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5469645,0.003052898,0.00001589727,0.03062223,0.001113068,0.0003495495,0.00008564295,0.00009944747,0.4176968],"genre_scores_gemma":[0.9962693,0.0005970035,0.0001988579,0.0006006497,0.0004842093,0.00002680228,0.00006293094,0.000004141889,0.001756099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7525222,"threshold_uncertainty_score":0.9997914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01941061495571364,"score_gpt":0.3334554577000403,"score_spread":0.3140448427443266,"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."}}