{"id":"W4410099523","doi":"10.1080/09575146.2025.2498716","title":"Supporting parents through ECEC services: impact evaluation of a parenting support model in an area of disadvantage","year":2025,"lang":"en","type":"article","venue":"Early Years Journal of International Research and Development","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Disadvantage; Psychology; Parenting skills; Developmental psychology; Business; Demographic economics; Economics; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004049212,0.0005313248,0.0006462313,0.0005818598,0.001380609,0.0009458799,0.001118438,0.0008252799,0.003268345],"category_scores_gemma":[0.004971318,0.0002760384,0.0007440927,0.0005433262,0.0006349116,0.00090522,0.00171692,0.001115489,0.0001365351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002458938,"about_ca_system_score_gemma":0.006346693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01292516,"about_ca_topic_score_gemma":0.0331523,"domain_scores_codex":[0.9971346,0.001642427,0.0001357499,0.0001555702,0.000414362,0.0005173284],"domain_scores_gemma":[0.9972401,0.0007274695,0.0002680797,0.0001570031,0.0002465083,0.001360776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03249874,0.3200241,0.0935592,0.003234285,0.0006823557,0.00132631,0.01361267,0.002461624,0.003374256,0.001414443,0.002066691,0.5257454],"study_design_scores_gemma":[0.04291656,0.5812365,0.3178032,0.001943795,0.00150062,0.0008310798,0.02822992,0.004618396,0.003939629,0.000731436,0.01610935,0.0001395559],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972883,0.0001513919,0.00009861902,0.0002306346,0.00003104677,0.0009658644,0.00005626097,0.000007445699,0.001170472],"genre_scores_gemma":[0.9937028,0.0006864006,0.002283793,0.0001944568,0.00003473657,0.002354932,0.0001059594,0.000004241247,0.0006327303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01292516,"threshold_uncertainty_score":0.02569985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2139622745432983,"score_gpt":0.5476147644641326,"score_spread":0.3336524899208343,"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."}}