{"id":"W2709597193","doi":"10.1007/978-3-319-55505-8_32","title":"STEPWISE: A Societal-Historical Activity (Activism) Theoretical Perspective","year":2017,"lang":"en","type":"book-chapter","venue":"Cultural studies of science education","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Cognitive reframing; Perspective (graphical); Sociology of Education; Context (archaeology); Natural (archaeology); Sociology; Environmental ethics; Epistemology; Promotion (chess); Engineering ethics; Science education; Social science; Political science; Pedagogy; Engineering; Psychology; Social psychology; Computer science; Geography; Artificial intelligence","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001566728,0.0004447987,0.0001944286,0.001404864,0.003365749,0.005387061,0.001859312,0.001839353,0.009634235],"category_scores_gemma":[0.002190179,0.0002632566,0.0004261146,0.002226102,0.009140702,0.005420307,0.002956382,0.003133041,0.001336619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002009025,"about_ca_system_score_gemma":0.002018168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002455484,"about_ca_topic_score_gemma":0.004166001,"domain_scores_codex":[0.9990202,0.0005713867,0.00002500622,0.000105831,0.0001360391,0.0001415344],"domain_scores_gemma":[0.9981422,0.001195847,0.0001144834,0.0001944021,0.0001911547,0.0001618649],"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":[0.000002975571,0.00001487096,0.0001815568,0.00001383304,9.099575e-7,0.00005261776,0.004587806,0.0001255552,0.0001034198,0.9896214,0.0006182393,0.004676769],"study_design_scores_gemma":[0.00001111168,0.00005599596,0.001130622,0.0001441449,0.00001009571,0.0003316255,0.01935357,0.002316252,0.000811124,0.8116284,0.1641942,0.00001285846],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02976806,0.0006956515,0.041168,0.005126806,0.0001819296,0.00006639504,0.00003229236,0.00004309552,0.9229177],"genre_scores_gemma":[0.8706077,0.001078722,0.01193384,0.0006410583,0.0001893402,0.0001888503,0.0000784769,0.0001037866,0.1151783],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9966342,"threshold_uncertainty_score":0.03222972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1695835051399845,"score_gpt":0.4823229637318346,"score_spread":0.3127394585918502,"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."}}