{"id":"W1988851995","doi":"10.1007/s11165-011-9260-3","title":"Students’ Research-Informed Socio-scientific Activism: Re/Visions for a Sustainable Future","year":2011,"lang":"en","type":"article","venue":"Research in Science Education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":135,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Vision; Sustainability; Curriculum; Public relations; Environmental education; Political science; Sociology; Science education; Politics; Qualitative research; Pedagogy; Psychology; Social science; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05132607,0.0007029588,0.0005636753,0.001832151,0.0070586,0.02085848,0.002169668,0.009099817,0.01061538],"category_scores_gemma":[0.02447751,0.0004924782,0.0007554099,0.0009978014,0.02452354,0.01261437,0.01632357,0.01308941,0.002004052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003717143,"about_ca_system_score_gemma":0.01730965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000581872,"about_ca_topic_score_gemma":0.001575841,"domain_scores_codex":[0.9747649,0.01712683,0.0006238282,0.001419395,0.00352928,0.002535793],"domain_scores_gemma":[0.9562747,0.01853413,0.003494371,0.004656487,0.005416205,0.01162412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001280326,0.0007268595,0.006518986,0.0004352768,0.00006743524,0.0002621888,0.1008369,0.000377268,0.002884821,0.7769031,0.03778679,0.0730724],"study_design_scores_gemma":[0.0000693523,0.0001507247,0.004374034,0.0004531417,0.00003881191,0.0002349421,0.08836414,0.0007294546,0.003499983,0.4478422,0.4541794,0.00006374474],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1144458,0.004090635,0.01246339,0.5886233,0.004380465,0.0001580364,0.00008720435,0.0001701853,0.275581],"genre_scores_gemma":[0.9385445,0.001596274,0.003919762,0.01949556,0.0008418172,0.00012266,0.0000626461,0.00007822261,0.03533864],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05132607,"threshold_uncertainty_score":0.2714415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.477602680249628,"score_gpt":0.6285534301720742,"score_spread":0.1509507499224462,"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."}}