{"id":"W2588911671","doi":"10.1080/1359866x.2017.1281897","title":"Researching and reporting on international teacher education agendas: signalling change","year":2017,"lang":"en","type":"article","venue":"Asia-Pacific Journal of Teacher Education","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Numeracy; Test (biology); Literacy; Reading (process); International comparisons; Mathematics education; Standardized test; Educational attainment; Politics; Political science; Psychology; Pedagogy; Economic growth","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2473805,0.0009012329,0.001061204,0.008344545,0.006371164,0.03898544,0.004415655,0.01558568,0.01368747],"category_scores_gemma":[0.5051589,0.001169706,0.001150889,0.01194603,0.01767544,0.03926659,0.01938742,0.02345742,0.003374339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01408083,"about_ca_system_score_gemma":0.03403352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01364482,"about_ca_topic_score_gemma":0.007959479,"domain_scores_codex":[0.8016009,0.1158928,0.02338073,0.009159345,0.0378875,0.01207858],"domain_scores_gemma":[0.3605743,0.3608861,0.09055668,0.05264693,0.1082204,0.02711563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001812686,0.0001616835,0.03717038,0.004428136,0.0001290756,0.0004191921,0.06251239,0.0004359598,0.001516082,0.3296111,0.3859619,0.1774729],"study_design_scores_gemma":[0.0000445366,0.0001066885,0.02155555,0.006152051,0.00007167646,0.0001807998,0.06569318,0.0004856493,0.001104104,0.06410648,0.840331,0.0001682738],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007048657,0.006533027,0.003137706,0.9556892,0.006463908,0.0001381689,0.0005362302,0.0001277799,0.02032528],"genre_scores_gemma":[0.4758309,0.02548431,0.01781066,0.436596,0.01780252,0.001282063,0.002845755,0.0006181841,0.02172959],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2473805,"threshold_uncertainty_score":0.9281139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1503041341975425,"score_gpt":0.4622043030020771,"score_spread":0.3119001688045346,"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."}}