{"id":"W2561548159","doi":"10.5539/ies.v10n1p144","title":"Preschool Children’s School Readiness","year":2016,"lang":"en","type":"article","venue":"International Education Studies","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Checklist; Qualitative research; Preschool education; Quantitative research; Maturity (psychological); Multimethodology; Qualitative property; Developmental psychology; Medical education; Mathematics education; Pedagogy; Medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003176276,0.00009371732,0.0000938388,0.0001536559,0.0003142583,0.00007648552,0.0002877996,0.00003991014,0.001487005],"category_scores_gemma":[0.003442038,0.00006823475,0.00004324624,0.000148363,0.0001543041,0.0004219344,0.000049411,0.000051685,0.001113206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004815631,"about_ca_system_score_gemma":0.00153557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003605129,"about_ca_topic_score_gemma":0.000188799,"domain_scores_codex":[0.9988938,0.00006770394,0.0002219414,0.0002236968,0.0004233734,0.0001694718],"domain_scores_gemma":[0.9978845,0.0001397632,0.0001031615,0.0001319969,0.001596404,0.0001441344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009500119,0.0001808513,0.5017262,0.000002351949,0.0002315724,1.760804e-7,0.008579848,3.926084e-7,0.00004983398,0.06472175,0.3460939,0.07840364],"study_design_scores_gemma":[0.0001763435,0.000005578383,0.4867751,0.00007553339,0.000007394082,0.000001740838,0.004301053,4.290061e-8,0.00009246218,0.008345142,0.5000819,0.000137661],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.712892,0.002019333,0.0002671198,0.13341,0.01996338,0.0004676746,0.00001568734,0.0002664236,0.1306984],"genre_scores_gemma":[0.9009597,0.001783528,0.0009650373,0.001616482,0.001775502,0.0001356157,0.000008544223,0.000009507542,0.09274609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1880677,"threshold_uncertainty_score":0.9996645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03823213056270156,"score_gpt":0.4013173185226657,"score_spread":0.3630851879599641,"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."}}