{"id":"W2061554266","doi":"10.1111/j.1745-3992.2004.tb00165.x","title":"Assessing School Readiness: Validity and Bias in Preschool and Kindergarten Teachers' Ratings","year":2004,"lang":"en","type":"article","venue":"Educational Measurement Issues and Practice","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Psychology; Head start; Vocabulary; Developmental psychology; Association (psychology); Early childhood education; Early childhood; Preschool education; Academic skills; Mathematics education","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004092366,0.0001129765,0.0001167713,0.00008955173,0.0004975424,0.0006677088,0.00006487397,0.00006652955,0.0001125412],"category_scores_gemma":[0.01066654,0.0001131232,0.00001071154,0.0001778712,0.0001021525,0.001661181,0.00002622972,0.0001951738,0.00001234369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002257519,"about_ca_system_score_gemma":0.001631191,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00737318,"about_ca_topic_score_gemma":0.0009926421,"domain_scores_codex":[0.998268,0.0004487006,0.0002237991,0.000284858,0.000584505,0.0001901409],"domain_scores_gemma":[0.9987459,0.0005152487,0.0001392602,0.00008620002,0.0002880709,0.0002253301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008698631,0.001184905,0.5862174,0.0000968946,0.0001007734,0.000004129397,0.3456522,0.00002005446,0.0007849698,0.03780454,0.00982657,0.01822054],"study_design_scores_gemma":[0.0004727261,0.00003206031,0.8309138,0.0001499048,0.00002758708,0.00001057854,0.05338886,7.508151e-7,0.00003583835,0.008744118,0.1060217,0.0002020426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7813438,0.003738693,0.00003107045,0.1976583,0.000387945,0.0003950908,7.135899e-7,0.00002713993,0.01641718],"genre_scores_gemma":[0.9873822,0.001012714,0.009482057,0.001092402,0.0004479932,0.00003205696,0.000004218029,0.000008005143,0.0005383061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2922634,"threshold_uncertainty_score":0.9992368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1814566607573539,"score_gpt":0.4182170293389201,"score_spread":0.2367603685815662,"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."}}