{"id":"W2767348839","doi":"10.1007/978-3-319-65608-3_6","title":"Youth Uses of Actor-Network Theory for Undermining Societal Consumerism","year":2017,"lang":"en","type":"book-chapter","venue":"Cultural studies of science education","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Consumerism; Sociology of Education; Public relations; Science education; Sociology; Political science; Engineering ethics; Social science; Pedagogy; Engineering","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":[0.003590158,0.0002132899,0.0005393553,0.0001768365,0.001812068,0.0002378399,0.001342302,0.0001094069,0.00004886979],"category_scores_gemma":[0.004420976,0.0001364873,0.0002104729,0.0001706511,0.006285679,0.0009299337,0.0004373866,0.0001367798,0.00001470452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001939614,"about_ca_system_score_gemma":0.001936702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003906219,"about_ca_topic_score_gemma":0.00005368315,"domain_scores_codex":[0.9969646,0.00004464979,0.0006785598,0.0005360509,0.001476764,0.0002993656],"domain_scores_gemma":[0.9911572,0.0008509991,0.001419973,0.0005365299,0.005947247,0.00008810099],"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":[0.0004059551,0.0001458943,0.0005339229,0.0002430315,0.0004431436,5.704675e-7,0.1055001,0.00004997238,0.00243051,0.5787383,0.1401731,0.1713354],"study_design_scores_gemma":[0.000290363,0.0006083758,0.001295248,0.0009558798,0.0001511543,0.000003221209,0.3191862,0.00003208212,0.001761576,0.6600481,0.01517048,0.0004974024],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3059483,0.02686026,0.0007822448,0.005763669,0.02032067,0.004249505,0.0008455148,0.00007329945,0.6351565],"genre_scores_gemma":[0.721431,0.0003263175,0.0006711289,0.00002444162,0.0005958001,0.00002638031,0.00002753391,0.00001112353,0.2768863],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4154826,"threshold_uncertainty_score":0.9994875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3851274825105963,"score_gpt":0.5249804029787768,"score_spread":0.1398529204681805,"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."}}