{"id":"W1571058552","doi":"10.4324/9781315875545","title":"Asian Perspectives on Teacher Education","year":2013,"lang":"en","type":"book","venue":"","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Pedagogy; Sociology; Psychology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000748959,0.0001318246,0.0001113657,0.00006133147,0.0002286743,0.0001336674,0.0001867533,0.000255979,0.01345342],"category_scores_gemma":[0.0002095351,0.0001042027,0.0000789189,0.00004592458,0.0001514513,0.0001044451,0.00001015702,0.000193846,0.003907777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008137856,"about_ca_system_score_gemma":0.001737846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003057613,"about_ca_topic_score_gemma":0.0007821769,"domain_scores_codex":[0.9991501,0.00006825199,0.0001002896,0.0002399714,0.0002790009,0.0001623762],"domain_scores_gemma":[0.9992554,0.00001772245,0.00007804128,0.0001529104,0.0003424901,0.0001534061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[3.045293e-7,0.00006336781,6.471417e-7,0.000001440757,0.000004084353,4.00677e-8,0.06472674,1.317819e-8,2.538514e-7,0.35361,0.5755247,0.006068393],"study_design_scores_gemma":[0.00002463283,0.000007385497,0.0001447408,0.00002448415,0.000008638326,2.196269e-7,0.1529271,1.118468e-7,3.321754e-7,0.001754263,0.844981,0.0001270479],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007729699,0.0002114745,3.46484e-7,0.01455216,0.001430576,0.0003921788,0.000001294131,0.000100115,0.9832346],"genre_scores_gemma":[0.004587387,0.0001494178,0.0001567705,0.0008184589,0.001459999,0.00003770235,0.00003539195,0.00001113224,0.9927437],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3518558,"threshold_uncertainty_score":0.9968678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02079867122581694,"score_gpt":0.3474264023281674,"score_spread":0.3266277311023504,"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."}}