{"id":"W3186546538","doi":"10.1007/s42330-021-00157-3","title":"Tensions and Hopes for Embedding Peace and Sustainability in Science Education: Stories from Science Textbook Authors","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick; University of Alberta","funders":"","keywords":"Narrative; Interpretation (philosophy); Agency (philosophy); Science education; Sociology; Pedagogy; Storytelling; Engineering ethics; Narrative inquiry; Epistemology; Psychology; Social science; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01002352,0.0006829922,0.0008455245,0.001750462,0.02868128,0.02213789,0.002008038,0.007305568,0.003540881],"category_scores_gemma":[0.0225344,0.0006630894,0.0004010209,0.00249799,0.02858023,0.0153801,0.011214,0.01929428,0.0006405339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01271045,"about_ca_system_score_gemma":0.00817347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01069295,"about_ca_topic_score_gemma":0.02985951,"domain_scores_codex":[0.9929717,0.004163456,0.000212126,0.0004184806,0.001123268,0.001111025],"domain_scores_gemma":[0.979095,0.0145769,0.001054348,0.000330006,0.002415214,0.002528582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002689618,0.00004754529,0.0007051439,0.0001102185,0.000005996533,0.0008937053,0.902933,0.00004453018,0.0001348483,0.05610644,0.03392371,0.005068019],"study_design_scores_gemma":[0.00000949072,0.00001403933,0.0004118543,0.0002823545,0.000007297497,0.0002199533,0.7450067,0.0000365712,0.0001546244,0.007346674,0.2464909,0.00001959889],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3354618,0.02164566,0.002558486,0.4113441,0.009149501,0.00009569271,0.0001179491,0.00008356192,0.2195433],"genre_scores_gemma":[0.9027634,0.007548208,0.0009522725,0.03508034,0.001236526,0.0001026434,0.00005210815,0.0002051407,0.0520593],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9713187,"threshold_uncertainty_score":0.0922212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01885410932590066,"score_gpt":0.354306283693432,"score_spread":0.3354521743675313,"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."}}