{"id":"W2535779316","doi":"10.1007/s11422-016-9762-4","title":"Science education reform in Confucian learning cultures: teachers’ perspectives on policy and practice in Taiwan","year":2016,"lang":"en","type":"article","venue":"Cultural Studies of Science Education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Pedagogy; Negotiation; Science education; Identity (music); Sociology; Thematic analysis; Professional development; Teacher education; Qualitative research; Mathematics education; Psychology; Social science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.007195177,0.0002201918,0.0004338585,0.001386982,0.01155355,0.008963346,0.0007868733,0.002986565,0.001537856],"category_scores_gemma":[0.006099233,0.0003357698,0.0003090299,0.00182999,0.01486932,0.004758248,0.006169252,0.0042069,0.0001264677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01500357,"about_ca_system_score_gemma":0.01592464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02805612,"about_ca_topic_score_gemma":0.02419541,"domain_scores_codex":[0.9950414,0.002778708,0.0002644894,0.0003593042,0.0004183439,0.001137702],"domain_scores_gemma":[0.9946474,0.002825635,0.0007125178,0.0002993552,0.0005075669,0.00100748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001904141,0.00005317356,0.009549182,0.00007490433,0.000006212568,0.001079779,0.9604178,0.000162454,0.0008776534,0.02110857,0.0004695588,0.006181759],"study_design_scores_gemma":[0.00000956354,0.00005678893,0.01048094,0.0001823887,0.000009564314,0.0001669248,0.9562635,0.000437911,0.0005656805,0.004267666,0.02753304,0.00002606563],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9656768,0.001362299,0.0005213169,0.01667796,0.00004960109,0.00002760116,0.000007404167,0.000008669153,0.0156682],"genre_scores_gemma":[0.9978743,0.0002939938,0.0001015479,0.0004367899,0.000007381078,0.00001443908,0.00000598322,0.000003055434,0.001262543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9884465,"threshold_uncertainty_score":0.1088591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08484564682604868,"score_gpt":0.4990400270613761,"score_spread":0.4141943802353274,"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."}}