{"id":"W4410077121","doi":"10.33369/jpp.v6i1.41166","title":"The Effectiveness of Interactive Learning Media in Improving Early Childhood Numeracy Skills","year":2025,"lang":"en","type":"article","venue":"Jurnal Pena Paud.","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Numeracy; Psychology; Mathematics education; Computer science; Pedagogy; Literacy","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":[0.002077403,0.00009952483,0.0001768019,0.0001568894,0.0001239417,0.00009907467,0.000582443,0.00003917811,0.000002264223],"category_scores_gemma":[0.002977494,0.00007063663,0.00006585412,0.000486184,0.00004337166,0.0003924406,0.0001890117,0.0004535117,0.000005811991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007325609,"about_ca_system_score_gemma":0.0003328609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001206318,"about_ca_topic_score_gemma":0.00002164512,"domain_scores_codex":[0.9983343,0.0007723526,0.0002640268,0.0002184351,0.0002057396,0.0002051813],"domain_scores_gemma":[0.9920356,0.007393058,0.0001549322,0.0002359517,0.0001287675,0.00005165544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00008000997,0.0003724197,0.06277932,0.00006823131,0.00006266843,0.00001070775,0.01227654,0.0001162361,0.005117895,0.02502549,0.00003174512,0.8940587],"study_design_scores_gemma":[0.0004198132,0.00005605931,0.9793791,0.0003121753,0.000005944129,0.000004542622,0.0003124253,0.000335827,0.008193824,0.01053398,0.0003640759,0.00008218965],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.960622,0.0003180926,0.03564809,0.0004196767,0.001366424,0.000201637,6.564514e-7,0.00002009945,0.001403392],"genre_scores_gemma":[0.9905884,0.00004664107,0.009125633,0.00005699157,0.00006927497,0.00003014263,6.950572e-7,0.000005171126,0.00007701752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9165998,"threshold_uncertainty_score":0.3564554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004494148843434439,"score_gpt":0.2860353542220208,"score_spread":0.2815412053785863,"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."}}