{"id":"W4405168341","doi":"10.6007/ijarbss/v14-i11/23428","title":"Socioeconomic Barriers to Parental Involvement in Art Education","year":2024,"lang":"en","type":"article","venue":"International Journal of Academic Research in Business and Social Sciences","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Socioeconomic status; Geography; Psychology; Demography; Sociology","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":[0.002054651,0.00004713812,0.00007994485,0.0008312154,0.0001850742,0.0003368128,0.0002902019,0.00003008048,0.0005267988],"category_scores_gemma":[0.00008329687,0.00003828392,0.00001862205,0.0001456645,0.0003456989,0.0005376203,0.00006732086,0.000277641,0.00003140162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003277101,"about_ca_system_score_gemma":0.001605944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002080994,"about_ca_topic_score_gemma":0.0003470084,"domain_scores_codex":[0.998866,0.000056437,0.000311752,0.0001167496,0.0004984527,0.0001506477],"domain_scores_gemma":[0.9995177,0.00008547214,0.0000449732,0.00001367935,0.0002712148,0.00006698831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005324153,0.00009965653,0.05407871,0.00004286974,0.00002961667,0.00001621604,0.2485973,0.00004618569,0.00009781678,0.5408087,0.08468632,0.07144336],"study_design_scores_gemma":[0.0001770002,0.00003692516,0.04244407,0.0003550932,0.00000142052,0.000008039297,0.1031261,0.00008433571,0.00001630459,0.04046307,0.8131768,0.000110801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9011937,0.0004824794,0.000004789418,0.08643905,0.002566695,0.00008478467,0.000002935908,0.000003261081,0.00922229],"genre_scores_gemma":[0.9967501,0.0004974815,0.00003503472,0.0007954171,0.0009897463,0.00001145584,0.000001732072,0.000002804686,0.0009162718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7284905,"threshold_uncertainty_score":0.5768078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1305624880795139,"score_gpt":0.4425240933290347,"score_spread":0.3119616052495208,"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."}}