{"id":"W4387001932","doi":"10.1111/desc.13448","title":"Statistical learning and children's emergent literacy in rural Côte d'Ivoire","year":2023,"lang":"en","type":"article","venue":"Developmental Science","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Jacobs Foundation; National Institute on Deafness and Other Communication Disorders; Swarthmore College; National Alliance for Research on Schizophrenia and Depression","keywords":"Cote d ivoire; Psychology; Emergent literacy; Literacy; Rural area; Developmental psychology; Mathematics education; Pedagogy; Humanities","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":[0.0008510734,0.000172678,0.0002016706,0.0002545673,0.000320486,0.0001171854,0.0001984464,0.00003315711,0.0003475806],"category_scores_gemma":[0.001100071,0.0001478809,0.00001986477,0.001210171,0.0003473873,0.0003420286,0.0004928063,0.0001739981,0.0003372854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001415691,"about_ca_system_score_gemma":0.0001238039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001810883,"about_ca_topic_score_gemma":0.00001309998,"domain_scores_codex":[0.9981483,0.00003382346,0.0003446643,0.0003594511,0.0005703045,0.0005434552],"domain_scores_gemma":[0.9992845,0.0003573312,0.00005157222,0.00006050042,0.00004858806,0.00019751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004720233,0.0003976351,0.5851067,0.0001401019,0.00003871971,0.0002400613,0.01360143,0.000001295765,0.007177934,0.06959465,0.001895839,0.3217584],"study_design_scores_gemma":[0.0005113944,0.0000456206,0.8993406,0.0002173406,0.000004992388,0.00007754118,0.001725606,0.0003377514,0.002304323,0.09467982,0.0003161503,0.0004388204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943586,0.00001410318,0.0003120972,0.00016724,0.00006604727,0.0002360157,0.000006559174,0.0001246509,0.004714699],"genre_scores_gemma":[0.9720861,0.00004124897,0.02717561,0.0000632611,0.00001483745,0.00002406252,0.00001568018,0.00001342062,0.000565789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3213196,"threshold_uncertainty_score":0.6030409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01650540804404607,"score_gpt":0.3227009297058121,"score_spread":0.3061955216617661,"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."}}