{"id":"W7024988288","doi":"","title":"Towards Transformative Science Education for Responsible Citizenship:Investigating Science Teachers’ Integration of Informed Decision Making","year":2024,"lang":"en","type":"article","venue":"TU/e Research Portal","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Directorate for STEM Education; National Institutes of Health; Ekiti State University; University College London; Montclair State University; Western Washington University; Mount Royal University; University of South Carolina","keywords":"Transformative learning; Citizenship; Curriculum; Science education; Context (archaeology); Action research; Professional development; Action (physics); Faculty development","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01404706,0.0003629643,0.0004448911,0.00161661,0.004856661,0.01040072,0.001158318,0.002041881,0.002238081],"category_scores_gemma":[0.02170101,0.0006696816,0.0006741362,0.0009216904,0.01708429,0.007860082,0.00891068,0.004037821,0.0004005952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004475028,"about_ca_system_score_gemma":0.008765534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002924288,"about_ca_topic_score_gemma":0.005231022,"domain_scores_codex":[0.9864705,0.009966219,0.0003884188,0.0007961168,0.001284278,0.001094467],"domain_scores_gemma":[0.975234,0.01673952,0.002855751,0.002183885,0.001431734,0.001555127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002520124,0.0003316717,0.01127094,0.0001752322,0.00001079662,0.000511239,0.9440042,0.0002296501,0.001518308,0.02007398,0.0005512608,0.02129756],"study_design_scores_gemma":[0.00002668167,0.0001536149,0.01239657,0.0003127173,0.0000233226,0.0004971044,0.9164732,0.00141791,0.003209422,0.02381866,0.04163223,0.00003863361],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488724,0.0003879246,0.01398765,0.004971661,0.00004179481,0.0001549963,0.00001207366,0.00004676919,0.03152478],"genre_scores_gemma":[0.9941642,0.0001568525,0.003756383,0.0002316528,0.000004929912,0.00005395884,0.000007811588,0.00001207743,0.001612141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01404706,"threshold_uncertainty_score":0.07428885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2489356025248123,"score_gpt":0.5714841551534445,"score_spread":0.3225485526286322,"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."}}