{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007657478,0.00009800665,0.0001166973,0.001103769,0.005325494,0.0007815153,0.000521714,0.00009033367,0.000006211069],"category_scores_gemma":[0.008163421,0.00008937247,0.00001615537,0.004843041,0.002286351,0.001870166,0.00004295969,0.0003128705,0.00001295542],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001192729,"about_ca_system_score_gemma":0.02597176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001168662,"about_ca_topic_score_gemma":0.000005019075,"domain_scores_codex":[0.9982472,0.0001164744,0.0001947088,0.0003181546,0.0007295093,0.0003939212],"domain_scores_gemma":[0.9958566,0.0001199087,0.0003429471,0.000137089,0.003351818,0.0001916479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000382652,0.0002725279,0.001385529,0.000004959631,0.000004602934,8.104368e-8,0.02323871,0.000009195925,0.001738359,0.8605729,0.00762931,0.1051056],"study_design_scores_gemma":[0.0001627986,0.0002126363,0.002182974,0.0000922054,0.00002172776,0.00004063361,0.3160234,0.00002331601,0.001038453,0.05026626,0.6296739,0.000261668],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9245784,0.0001284803,0.003287078,0.03962556,0.01078236,0.0005990238,7.210994e-7,0.00007346644,0.02092487],"genre_scores_gemma":[0.992202,0.000008187565,0.004041063,0.0006634875,0.000966249,0.00004411239,4.419404e-7,0.000007838732,0.002066556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8103066,"threshold_uncertainty_score":0.9959694,"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."}}