{"id":"W7018493324","doi":"","title":"Education Policy Analysis Archives 15/20","year":2007,"lang":"en","type":"article","venue":"Digital Commons - University of South Florida (University of South Florida)","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"H2020 European Research Council; Wisconsin Center for Education Research, School of Education, University of Wisconsin-Madison; University of North Carolina at Greensboro; Kentucky Science and Technology Corporation; National Academy of Education; Social Sciences and Humanities Research Council of Canada; Fordham University; Center for Advanced Study in the Behavioral Sciences, Stanford University; University of Texas at Arlington; University of North Texas; University of South Florida; University of Texas at Austin; Annie E. Casey Foundation; University of Pittsburgh; Helsingin Yliopisto; American Psychological Association; Institute of Education Sciences; Educational Testing Service; University of Wisconsin-Madison; Arizona State University; Northwestern University; Abell Foundation; American Educational Research Association; Ball State University; U.S. Department of Education; Center for Advanced Study, University of Illinois at Urbana-Champaign; University of Washington; National Science Foundation","keywords":"Policy analysis; Public policy; Education policy; Government (linguistics); Discourse analysis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001706609,0.0003270996,0.0009796203,0.004906773,0.000682272,0.0001145134,0.00241758,0.0002076408,0.0002761901],"category_scores_gemma":[0.003598219,0.000385456,0.0009299477,0.009257945,0.00107618,0.001026397,0.0008931462,0.0003723844,0.00009325247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001082545,"about_ca_system_score_gemma":0.0004220705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007094609,"about_ca_topic_score_gemma":0.0003076259,"domain_scores_codex":[0.9964401,0.0001998039,0.0005428339,0.0008262277,0.001388144,0.0006029366],"domain_scores_gemma":[0.9919556,0.004553488,0.001150027,0.00125412,0.0005987806,0.0004879597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007873712,0.0002367724,0.899357,0.00003861037,0.0007814477,0.00004961445,0.02946963,0.0006439305,0.00009543126,0.003981663,0.0009904255,0.06356812],"study_design_scores_gemma":[0.001289549,0.0002260122,0.727572,0.0000576923,0.0005224237,0.00000578978,0.2520391,0.0008736762,0.00005805549,0.005191071,0.01155026,0.000614407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8031275,0.00007509942,0.1265352,0.0003328626,0.0003706552,0.0001860979,0.0005266695,0.00009865023,0.06874721],"genre_scores_gemma":[0.9867157,0.000009979355,0.009012894,0.00002306222,0.000132581,2.757709e-8,0.00006273685,0.00001378473,0.004029235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2225695,"threshold_uncertainty_score":0.9998598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.125746460189541,"score_gpt":0.3253989497979924,"score_spread":0.1996524896084514,"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."}}