{"id":"W2520342050","doi":"10.1186/s41029-016-0010-8","title":"Science education reform in confucian learning cultures: policymakers’ perspectives on policy and practice in Taiwan","year":2016,"lang":"en","type":"article","venue":"Asia-Pacific Science Education","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Governmentality; Curriculum; Education reform; Thematic analysis; Politics; Public administration; Sociology; Political science; Education policy; Policy analysis; Public relations; Pedagogy; Social science; Higher education; Qualitative research; Primary 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","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.004382183,0.000150069,0.000149893,0.002161727,0.001347955,0.0002980558,0.0005102109,0.00009342399,0.00002235284],"category_scores_gemma":[0.01887843,0.0001220594,0.00002364655,0.005250942,0.003768838,0.00199591,0.00003991656,0.0002693902,0.00004078207],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006786445,"about_ca_system_score_gemma":0.04100116,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01733034,"about_ca_topic_score_gemma":0.00266464,"domain_scores_codex":[0.9971843,0.0002679344,0.0002674605,0.0007721282,0.0008185598,0.0006896546],"domain_scores_gemma":[0.9983605,0.0003071012,0.0002000013,0.0002875765,0.0004748447,0.0003700067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001520419,0.0003773186,0.004615573,0.000002815822,7.514969e-7,2.567905e-7,0.4035447,5.861885e-7,0.00287095,0.5021077,0.0001400241,0.08632413],"study_design_scores_gemma":[0.000125834,0.0001033832,0.02702816,0.0001127826,0.000002533294,0.000006213209,0.8933563,0.000001177553,0.00008075713,0.001855043,0.07714704,0.0001808082],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3604452,0.0002724504,0.000004354104,0.06303568,0.00100535,0.000260031,7.185419e-7,0.00004504795,0.5749311],"genre_scores_gemma":[0.9912731,0.0003222728,0.0004539004,0.0002823725,0.0006989331,0.00003181318,8.259072e-7,0.000009385706,0.006927362],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6308279,"threshold_uncertainty_score":0.9999521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04708891460903485,"score_gpt":0.4345693183553306,"score_spread":0.3874804037462957,"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."}}