{"id":"W4280643859","doi":"10.12968/eyed.2022.23.11.29","title":"Young children's digital play","year":2022,"lang":"en","type":"article","venue":"Early Years Educator","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Mainstream; Digital media; Psychology; Media studies; Sociology; Developmental psychology; Political science; Computer science; World Wide Web","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001499343,0.00007214976,0.00008886257,0.0001182207,0.0004773209,0.0001986862,0.0003797524,0.00004210528,0.001153797],"category_scores_gemma":[0.00008943957,0.00008677811,0.00005438709,0.0003870309,0.0001430823,0.0002609065,0.0001870807,0.0001851453,0.0003629944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001300835,"about_ca_system_score_gemma":0.0003927299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004339422,"about_ca_topic_score_gemma":0.00004243188,"domain_scores_codex":[0.9989951,0.00002748034,0.0001098684,0.000203688,0.000357265,0.0003066058],"domain_scores_gemma":[0.999667,0.00002889625,0.00004256928,0.0001467384,0.0000138848,0.0001008585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009386661,0.0001746121,0.8471087,5.364034e-7,0.00002944227,0.00001314183,0.02403032,4.306523e-7,0.0000063884,0.04662551,0.06054907,0.02145248],"study_design_scores_gemma":[0.0001877724,0.00005001547,0.6257544,0.000001675865,0.000003483882,0.00001020304,0.004709105,7.892923e-8,0.00001106398,0.003965396,0.3650865,0.0002203549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9198276,0.00006983709,0.00000185446,0.0008485895,0.0009444761,0.0001418371,0.00002642886,0.0001862,0.07795312],"genre_scores_gemma":[0.9857696,0.000003927696,0.00004749999,0.0001429654,0.0002248795,0.00002628111,0.00002012621,0.00001282865,0.01375186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3045374,"threshold_uncertainty_score":0.9997593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007642068975390938,"score_gpt":0.2470584644130698,"score_spread":0.2394163954376788,"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."}}