{"id":"W6983217390","doi":"","title":"Literacy in Early Childhood Education: Incorporating literacy through Play Based Learning utilizing an English Language Learner lens","year":2025,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Botanical Studies and Applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Literacy; Ell; Comprehension; Early childhood; Early literacy; Scale (ratio); Reading (process); English language; Emergent literacy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003564946,0.0001844994,0.0002675842,0.00002689871,0.0008565781,0.0001120733,0.0004835923,0.000153001,0.0002548997],"category_scores_gemma":[0.0001380171,0.0001236552,0.0001351708,0.001042516,0.0001089912,0.001256499,0.0002409519,0.0006259794,0.00002083306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000858136,"about_ca_system_score_gemma":0.00004307467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009962879,"about_ca_topic_score_gemma":0.001468317,"domain_scores_codex":[0.9985419,0.0002153182,0.0002362869,0.0004869013,0.0002131303,0.0003064455],"domain_scores_gemma":[0.9991381,0.0002407031,0.0001897893,0.0001496816,0.0001936119,0.00008806807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009226328,0.0008469555,0.8055615,0.00003097712,0.00004064962,0.00001013953,0.02630492,0.0000688328,0.01648088,0.001436842,0.00005497127,0.149071],"study_design_scores_gemma":[0.0004056558,0.0001192348,0.9753077,0.000174013,0.00002274471,7.065819e-7,0.0106511,0.00004227951,0.0002889881,0.0002449066,0.01252103,0.0002216579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945678,0.000297367,0.000009151679,0.001234042,0.00007763801,0.0002446553,0.00002399118,0.00009022425,0.003455152],"genre_scores_gemma":[0.9975922,0.00002078262,0.001244621,0.0003626721,0.0001159746,0.000002670045,0.0001076597,0.000002484461,0.0005509523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1697461,"threshold_uncertainty_score":0.6588193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0144211779686094,"score_gpt":0.2434553593798726,"score_spread":0.2290341814112632,"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."}}