{"id":"W2258138870","doi":"10.1111/jedm.12095","title":"Rutkowski, L., vonDavier, M., & Rutkowski, D. (Eds.). (2014). Handbook of International Large‐Scale Assessments: Background, Technical Issues, and Methods of Data Analysis. Boca Raton, FL: CRC Press.","year":2015,"lang":"en","type":"article","venue":"Journal of Educational Measurement","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Library science; Curriculum; Christian ministry; Citation; Sociology; Political science; Computer science; Law; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007822851,0.002603237,0.002032731,0.008295077,0.0008133197,0.004925746,0.00228251,0.001651389,0.01974174],"category_scores_gemma":[0.01788167,0.003098825,0.001258726,0.007864966,0.002287453,0.007100932,0.001781183,0.004176905,0.01515815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002455055,"about_ca_system_score_gemma":0.006545411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01420581,"about_ca_topic_score_gemma":0.03181202,"domain_scores_codex":[0.9969546,0.0008738,0.00052543,0.0002953797,0.001236838,0.0001140541],"domain_scores_gemma":[0.9889132,0.006643809,0.001596395,0.0005935329,0.001849969,0.000402938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005351301,0.00006776856,0.001205508,0.002843217,0.00006335463,0.00006230071,0.0006509589,0.0005188353,0.0004364987,0.00395517,0.2482828,0.7418601],"study_design_scores_gemma":[0.00003399698,0.0001719703,0.01380027,0.008146564,0.0003377225,0.001472079,0.001263169,0.001221529,0.002919488,0.02175441,0.9486513,0.0002275463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002838082,0.8979868,0.05351649,0.01261588,0.003392748,0.0003462246,0.004021936,0.00170178,0.02358018],"genre_scores_gemma":[0.01108922,0.9090179,0.06008702,0.0006631971,0.0007785491,0.0003375878,0.001827082,0.0003943084,0.01580515],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01974174,"threshold_uncertainty_score":0.06604272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2646006784507445,"score_gpt":0.5359710732399001,"score_spread":0.2713703947891556,"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."}}