{"id":"W4409870218","doi":"10.1002/sce.21970","title":"Critical Imagination for Transformative Agency: Pedagogies for Science Teacher Education","year":2025,"lang":"en","type":"article","venue":"Science Education","topic":"Critical and Liberation Pedagogy","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"European Science Education Research Association","keywords":"Transformative learning; Agency (philosophy); Science education; Teacher education; Pedagogy; Psychology; Sociology; Philosophy of science; Mathematics education; Epistemology; Social science; Philosophy","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002626209,0.00009465589,0.00009772086,0.0005020449,0.002906947,0.000619168,0.0005013476,0.00005263842,0.00008943197],"category_scores_gemma":[0.007889036,0.00009455276,0.00005410806,0.001602243,0.003388837,0.002919114,0.00002038259,0.00007359228,0.00001055051],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005033975,"about_ca_system_score_gemma":0.02766394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002690796,"about_ca_topic_score_gemma":0.0001257225,"domain_scores_codex":[0.9983377,0.00004735282,0.0002453734,0.0004175923,0.0004893469,0.000462657],"domain_scores_gemma":[0.9967914,0.0003462782,0.00004446013,0.0001676791,0.002494427,0.0001557242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000660423,0.0002181907,0.00005937116,0.00002685413,5.578001e-7,2.433222e-9,0.01274572,7.831161e-7,0.002745606,0.7997288,0.002377329,0.1820902],"study_design_scores_gemma":[0.0002478756,0.00008877695,0.01169659,0.00008690721,0.00004117927,5.669671e-7,0.06800374,0.00149171,0.009055801,0.6289163,0.2800545,0.000316068],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1023891,0.0004914412,0.2207444,0.2008918,0.01449438,0.004074154,0.00003588022,0.0002416173,0.4566372],"genre_scores_gemma":[0.9706206,0.00001553902,0.01147371,0.001075204,0.000482058,0.0006247811,0.00001657729,0.000005160844,0.01568631],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8682316,"threshold_uncertainty_score":0.9993234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03939238474145065,"score_gpt":0.4943602459198609,"score_spread":0.4549678611784103,"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."}}