{"id":"W4414139153","doi":"10.1080/14703297.2025.2557500","title":"Contributions of speculative media to the sustainable development goals: A preliminary framework based on critical pedagogy","year":2025,"lang":"en","type":"article","venue":"Innovations in Education and Teaching International","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Sustainable development; Sustainability; Education for sustainable development; Teaching method; Higher education; Critical theory; Critical thinking; Critical pedagogy","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.01498888,0.001528073,0.0006385542,0.005335259,0.007978456,0.01712944,0.003140705,0.006853579,0.004631744],"category_scores_gemma":[0.01376699,0.0005726658,0.0009635047,0.002068637,0.08103221,0.02019434,0.01261515,0.00764328,0.0006019229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008046076,"about_ca_system_score_gemma":0.01070058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003616414,"about_ca_topic_score_gemma":0.00387988,"domain_scores_codex":[0.9924217,0.005574952,0.0002092961,0.0005033666,0.0006997923,0.0005909852],"domain_scores_gemma":[0.9853732,0.01146683,0.000751949,0.0008177054,0.0009387197,0.0006516966],"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":[0.000004539412,0.00001306126,0.0001116971,0.00004126351,0.000001057084,0.00004350413,0.009637631,0.0001080497,0.00004530967,0.9878224,0.0003468152,0.00182483],"study_design_scores_gemma":[0.00001254459,0.0000200514,0.0001796283,0.0003896673,0.000006738751,0.00008519202,0.01847559,0.0006528862,0.0002633056,0.9238473,0.0560547,0.00001235722],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03419426,0.006015457,0.1979054,0.1544189,0.001152923,0.001038334,0.0001391636,0.0001526749,0.604983],"genre_scores_gemma":[0.8972884,0.003757415,0.06946871,0.007296982,0.0006548496,0.002118644,0.00007619123,0.0001321542,0.01920679],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01712944,"threshold_uncertainty_score":0.07926977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01698242684746305,"score_gpt":0.3687604799960556,"score_spread":0.3517780531485926,"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."}}