{"id":"W2883131431","doi":"10.20360/langandlit29414","title":"Considerations for Design and Production of Digital Books for Early Literacy in Ethiopia","year":2018,"lang":"en","type":"article","venue":"Language and Literacy","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Literacy; Reading (process); Context (archaeology); Production (economics); Computer science; Sociology; Mathematics education; Linguistics; Pedagogy; History; Psychology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001809748,0.00004869254,0.00008630856,0.00007927971,0.0001240788,0.000165822,0.0000241099,0.0000515426,0.000006864889],"category_scores_gemma":[0.0007196515,0.00004522664,0.00001450586,0.00006685266,0.0001595428,0.0005577083,0.00001500713,0.00002954174,5.480293e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006740378,"about_ca_system_score_gemma":0.00003649392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005787124,"about_ca_topic_score_gemma":0.00007434958,"domain_scores_codex":[0.9995593,0.00001471668,0.0001315514,0.0001360914,0.0000441512,0.00011421],"domain_scores_gemma":[0.9994677,0.0003140132,0.00004002052,0.00005624985,0.00009774292,0.00002428467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001890584,0.00009838423,0.01870447,0.00008445756,0.00002253351,0.000004796536,0.6133242,1.51627e-7,0.001109454,0.1157623,0.001301367,0.2493989],"study_design_scores_gemma":[0.004461886,0.001467126,0.03281701,0.0004135041,0.00005066639,0.00002759276,0.01725632,0.0002402299,0.01579368,0.7884811,0.1380502,0.000940724],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946774,0.0002783255,0.001937391,0.0009711282,0.00009157286,0.0005775326,0.00001227865,0.00002984982,0.001424541],"genre_scores_gemma":[0.9875465,0.00001126951,0.01040198,0.00008784961,0.0001242224,0.00003256881,0.000006650363,0.0000041956,0.001784774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6727188,"threshold_uncertainty_score":0.1844289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02552726876804165,"score_gpt":0.3188967519820514,"score_spread":0.2933694832140097,"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."}}