{"id":"W4416086372","doi":"10.1037/dev0002083","title":"Grandparental care and early childhood development: A decade’s worth of insight from three Singaporean cohorts.","year":2025,"lang":"en","type":"article","venue":"Developmental Psychology","topic":"Intergenerational Family Dynamics and Caregiving","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"Nanyang Technological University; National Research Foundation Singapore","keywords":"Socioemotional selectivity theory; Longitudinal study; Early childhood; Operationalization; Association (psychology); Child care; Cognition; Population","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":[],"consensus_categories":[],"category_scores_codex":[0.0001502522,0.0001510813,0.0002364145,0.000173102,0.0004341233,0.00004051043,0.0002224796,0.0001487098,0.00006523684],"category_scores_gemma":[0.00002984659,0.0001577472,0.00004621065,0.0002589742,0.0002575418,0.00009848205,0.00009891437,0.0001298648,0.000006541339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001318927,"about_ca_system_score_gemma":0.0003943233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007679294,"about_ca_topic_score_gemma":0.01537739,"domain_scores_codex":[0.9987414,0.00005972989,0.0003630983,0.0003587221,0.0002248659,0.0002521992],"domain_scores_gemma":[0.9995943,0.00005109905,0.00009210205,0.0000933566,0.0000947243,0.00007441863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003071171,0.00007064405,0.8731868,0.000008114957,0.0001292539,0.000006694154,0.05533333,5.988532e-7,0.0005010999,0.01216527,0.0003229709,0.05824446],"study_design_scores_gemma":[0.0005322957,0.0000211779,0.9796504,0.00008081695,0.00001219807,0.000001518166,0.004108515,0.000001578531,0.0002489296,0.001975805,0.01319067,0.0001760714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9396705,0.000823068,0.0004229337,0.0001235416,0.0006734438,0.0002017729,0.00001808373,0.0000298758,0.05803676],"genre_scores_gemma":[0.9953496,0.00009728734,0.003802281,0.0004509989,0.00004625333,0.00002126602,0.00009571613,0.00001039611,0.000126136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1064636,"threshold_uncertainty_score":0.8580945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01148816289594373,"score_gpt":0.2859733812890482,"score_spread":0.2744852183931045,"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."}}