{"id":"W4389792301","doi":"10.1007/s12187-023-10093-3","title":"Are South African children on track for early learning? Findings from the South African Thrive By Five Index 2021 Survey","year":2023,"lang":"en","type":"article","venue":"Child Indicators Research","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cape Town; United States Agency for International Development","keywords":"Gross motor skill; Numeracy; Preparedness; Cluster sampling; Quarter (Canadian coin); Psychology; Literacy; Demography; Child development; Medicine; Developmental psychology; Motor skill; Geography; Environmental health; Political science; Population","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009191779,0.0002852752,0.0003229968,0.001446134,0.0007289686,0.0006621958,0.0005547527,0.0005738841,0.001701432],"category_scores_gemma":[0.002795468,0.0002975874,0.0003914582,0.002638131,0.000288005,0.0007862831,0.001182159,0.0005599444,0.000292103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008196348,"about_ca_system_score_gemma":0.001007958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09708956,"about_ca_topic_score_gemma":0.1201135,"domain_scores_codex":[0.9992878,0.0001545502,0.00006052795,0.00007952531,0.0001417065,0.0002758958],"domain_scores_gemma":[0.998773,0.0001337535,0.0006220503,0.00003717715,0.0001592507,0.0002746383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003252977,0.00002845738,0.9948977,0.00007747368,0.00001784311,0.0001014131,0.001493801,0.00002686135,0.0001042063,0.00004226625,0.0007679365,0.002409556],"study_design_scores_gemma":[0.000001319415,0.00001280677,0.9981444,0.00002595202,0.000004635278,0.00002892045,0.001493828,0.00002537968,0.00001596059,0.000008360914,0.000236466,0.000002084148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955434,0.0002813531,0.00002740947,0.0004004849,0.000006630265,0.00002486495,0.003095631,0.000002181651,0.0006180968],"genre_scores_gemma":[0.9978231,0.0004426668,0.00005440503,0.0001159153,0.000005845663,0.00006461965,0.001231396,0.000001623286,0.0002604307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09708956,"threshold_uncertainty_score":0.1930489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05494850318337278,"score_gpt":0.3528352010943506,"score_spread":0.2978866979109778,"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."}}