{"id":"W3150427965","doi":"10.29173/iasl8050","title":"A Strategy for Developing a Culture of Reading through Folktales for Pre-School Children in Indonesia","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); School library; Selection (genetic algorithm); Relation (database); Mathematics education; Sociology; Psychology; Pedagogy; Computer science; Political science; Library science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003679821,0.0001683197,0.0002916452,0.00007950306,0.00007831981,0.0001559155,0.0004997503,0.0001190252,0.000002187565],"category_scores_gemma":[0.0008668883,0.0001559899,0.000075743,0.0004370773,0.00004052369,0.0009717958,0.000117289,0.000134804,6.879962e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004856631,"about_ca_system_score_gemma":0.001014182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002582818,"about_ca_topic_score_gemma":0.000008766722,"domain_scores_codex":[0.9986394,0.00001405466,0.0003597722,0.0004748062,0.0001862829,0.0003257029],"domain_scores_gemma":[0.9979568,0.0001482331,0.00018659,0.0001150321,0.001514768,0.00007857732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000104607,0.000223707,0.04028059,0.001001642,0.00009325242,0.00000220975,0.3617886,0.000006894099,0.007146124,0.552847,0.001696537,0.0348088],"study_design_scores_gemma":[0.004253285,0.001042024,0.197542,0.002742979,0.00008142163,0.0001647492,0.1066753,0.004788168,0.1665292,0.5108629,0.003664978,0.001652891],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6733626,0.0002318772,0.3241191,0.001171998,0.0001413929,0.000716175,0.00003499222,0.00004385911,0.0001780242],"genre_scores_gemma":[0.5859897,0.0000417385,0.4132963,0.000192877,0.00008953687,0.0002502765,0.00001341179,0.000007970563,0.0001183149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2551133,"threshold_uncertainty_score":0.6361083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05574106744018429,"score_gpt":0.3598423544362942,"score_spread":0.3041012869961099,"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."}}