{"id":"W2625807791","doi":"","title":"Using theory to “work on” social systems through science education","year":2015,"lang":"en","type":"article","venue":"Journal for Activist Science and Technology Education","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agency (philosophy); Engineering ethics; Field (mathematics); Focus (optics); Science education; Work (physics); Sociology; Structure and agency; Epistemology; Social science; Management science; Pedagogy; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009559747,0.001141646,0.000872565,0.005175655,0.004318315,0.01041674,0.002424618,0.003309774,0.009155938],"category_scores_gemma":[0.007878041,0.0005127466,0.001521061,0.002625934,0.062224,0.01914414,0.006241594,0.005454759,0.0009739599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007884663,"about_ca_system_score_gemma":0.005552389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005541581,"about_ca_topic_score_gemma":0.006741026,"domain_scores_codex":[0.9933079,0.005221666,0.000138259,0.0005688914,0.0003962148,0.0003670145],"domain_scores_gemma":[0.9897084,0.007333938,0.0006143313,0.001544486,0.0004398768,0.0003590156],"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":[0.000002349281,0.00001279279,0.0003140527,0.00004501513,0.00001223065,0.00002161744,0.003672434,0.0005643507,0.00002800555,0.9917372,0.0005494832,0.003040493],"study_design_scores_gemma":[0.000007425454,0.00001186546,0.0001781288,0.00007630011,0.000005443739,0.00002898449,0.002654309,0.0009513183,0.00008275099,0.9781698,0.01782431,0.000009262796],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04281458,0.00866143,0.460289,0.09793803,0.001574698,0.0002086862,0.0001596233,0.0003896054,0.3879644],"genre_scores_gemma":[0.8595305,0.004995182,0.1137458,0.005397678,0.0005780432,0.0005445449,0.0001336357,0.0001815497,0.01489307],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01041674,"threshold_uncertainty_score":0.05720752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1902750359921224,"score_gpt":0.514614281432562,"score_spread":0.3243392454404396,"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."}}