{"id":"W2210581929","doi":"10.5539/ies.v9n1p1","title":"A Study of the Use of Picture Books by Preschool Educators in Outlying Islands of Taiwan","year":2015,"lang":"en","type":"article","venue":"International Education Studies","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Test (biology); Promotion (chess); Predictive power; Mathematics education; Early childhood education; Theme (computing); Selection (genetic algorithm); Teaching method; Early childhood; Developmental psychology; Computer science","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":[0.0001778029,0.00005138781,0.0001270885,0.0001293615,0.00003470412,0.00001075094,0.0002323189,0.00002988119,0.000005965487],"category_scores_gemma":[0.001859619,0.00003833336,0.00002461184,0.0002027854,0.0001571483,0.0001445374,0.00009724375,0.00005571177,5.245942e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008982441,"about_ca_system_score_gemma":0.0004369918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007687825,"about_ca_topic_score_gemma":0.00123935,"domain_scores_codex":[0.999208,0.00004627855,0.0002724719,0.00008993763,0.0003224721,0.00006089175],"domain_scores_gemma":[0.9988834,0.00007932822,0.0002058502,0.00009344242,0.0007207304,0.00001722215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000013956,0.000624385,0.8488054,0.000005143738,0.00008282995,5.132012e-8,0.1214471,0.000006492468,0.00002266596,0.003494794,0.02343778,0.002059409],"study_design_scores_gemma":[0.0007163942,0.00008789372,0.1659424,0.0001265916,0.00002071593,5.271863e-7,0.7508201,0.000001978787,0.000787013,0.007385053,0.07398316,0.0001281695],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914926,0.0002600465,0.000002634941,0.001324545,0.001203572,0.0001987183,0.000006030662,0.000006777292,0.005505056],"genre_scores_gemma":[0.9973559,0.00002004523,0.00007390137,0.00005464529,0.00003150845,0.00002406386,0.000001932514,0.000002573216,0.002435427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6828629,"threshold_uncertainty_score":0.2226272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.121924455382194,"score_gpt":0.400032188482797,"score_spread":0.278107733100603,"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."}}