{"id":"W2044639591","doi":"10.1007/s12187-013-9189-3","title":"Associations Between the Early Development Instrument at Age 5, and Reading and Numeracy Skills at Ages 8, 10 and 12: a Prospective Linked Data Study","year":2013,"lang":"en","type":"article","venue":"Child Indicators Research","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":171,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Australian Government","keywords":"Numeracy; Literacy; Census; Population; Psychology; Educational attainment; Developmental psychology; Demography; Pedagogy; Political science; Sociology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00336022,0.0001525205,0.0002183083,0.0002967155,0.004843784,0.0006296787,0.0005047015,0.0001049968,0.0002292269],"category_scores_gemma":[0.000998248,0.0001156214,0.00001295838,0.0005581299,0.0006172941,0.0004186154,0.001514941,0.0004398934,0.0001146344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006999542,"about_ca_system_score_gemma":0.00047489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002586396,"about_ca_topic_score_gemma":0.001968413,"domain_scores_codex":[0.9969078,0.0005803243,0.0003305801,0.000600942,0.001035763,0.0005445766],"domain_scores_gemma":[0.9982854,0.0006979813,0.0001290293,0.0003890701,0.000121599,0.0003769213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002225103,0.00008187065,0.8304754,0.000003123027,0.00008659518,0.000001124339,0.1544567,1.020598e-8,0.000001623819,0.0001349172,0.002337604,0.01241884],"study_design_scores_gemma":[0.0003690899,0.00005473663,0.9799579,0.00002913425,0.0000109912,6.546675e-7,0.006704459,3.734462e-7,0.00002627808,0.0002606341,0.0124406,0.000145082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875383,0.0002155305,5.555609e-7,0.00432562,0.00004925423,0.002112835,0.00002340309,0.00003549783,0.005699027],"genre_scores_gemma":[0.9942734,0.0002742576,0.0002091557,0.00007631094,0.0001540286,0.0001393,0.00007664361,0.00001603343,0.00478082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1494826,"threshold_uncertainty_score":0.9964518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07065003609588807,"score_gpt":0.3824158966473227,"score_spread":0.3117658605514346,"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."}}