{"id":"W2087098461","doi":"10.1007/s11191-013-9652-z","title":"The Relationship of Science Knowledge, Attitude and Decision Making on Socio-scientific Issues: The Case Study of Students’ Debates on a Nuclear Power Plant in Korea","year":2013,"lang":"en","type":"article","venue":"Science & Education","topic":"Education, Safety, and Science Studies","field":"Social Sciences","cited_by":123,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Psychology; Preference; Curriculum; Energy (signal processing); Mathematics education; Sociology of scientific knowledge; Nuclear power plant; Science education; Medical education; Social psychology; Pedagogy; Social science; Sociology; Medicine; Mathematics","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":[0.01003094,0.0001139075,0.0001319454,0.0004665096,0.007648925,0.0006497175,0.001259289,0.00003216825,0.00001955565],"category_scores_gemma":[0.003208636,0.00006856024,0.00002571285,0.003296294,0.009217162,0.0008570403,0.0001483458,0.0001469291,0.00001825307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002674077,"about_ca_system_score_gemma":0.002022275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003454604,"about_ca_topic_score_gemma":0.01158381,"domain_scores_codex":[0.9971293,0.0002394781,0.000392908,0.0005019569,0.00134576,0.0003906428],"domain_scores_gemma":[0.9967212,0.001697675,0.0002490339,0.0004889281,0.0007473762,0.00009580688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009910666,0.001192489,0.3062341,0.00000510013,0.000002944133,5.310966e-7,0.6292737,0.00002351477,0.0001440417,0.05043007,0.0005709674,0.01211268],"study_design_scores_gemma":[0.0000662133,0.000112285,0.4923192,0.00007838835,0.000003961075,0.000002376434,0.5023597,0.00003351008,0.00001162901,0.004700675,0.0002528216,0.00005926943],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924535,0.0002121237,0.000001450509,0.001827095,0.001597403,0.0008555306,9.668462e-7,0.00001060675,0.00304132],"genre_scores_gemma":[0.9994354,0.00007247767,0.0001192585,0.00003365062,0.00004920802,0.00003987736,1.465775e-7,0.000004448689,0.000245581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1860851,"threshold_uncertainty_score":0.993643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0519996878708716,"score_gpt":0.4296236073964608,"score_spread":0.3776239195255892,"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."}}