{"id":"W2118908845","doi":"10.1080/00131910902846916","title":"Reflections on activity theory","year":2009,"lang":"en","type":"article","venue":"Educational Review","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":184,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"University of Birmingham","keywords":"Activity theory; Sociology; Articulation (sociology); Epistemology; Philosophy of education; Social science; Pedagogy; Higher education; Law; Political science; Philosophy","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001622554,0.00005642969,0.00008094026,0.00005273643,0.0005879704,0.00003617799,0.0001167503,0.00002570983,0.006722535],"category_scores_gemma":[0.004226108,0.0000516106,0.00004111488,0.0005240623,0.00006271766,0.0002005163,0.000002644346,0.0001832619,0.0009800864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001171107,"about_ca_system_score_gemma":0.0007827914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003280882,"about_ca_topic_score_gemma":0.0000136979,"domain_scores_codex":[0.9987903,0.0006236411,0.0001002798,0.0001310848,0.0002359325,0.0001187422],"domain_scores_gemma":[0.9989039,0.0006176281,0.0001166417,0.0001210587,0.0001839112,0.00005687554],"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":[0.000003002005,0.000165142,0.00001896259,0.00001323218,0.000003364617,3.357447e-8,0.001358704,2.478386e-7,0.000009267315,0.8546236,0.04899722,0.09480724],"study_design_scores_gemma":[0.00001650252,0.00002788237,0.01399699,0.0002197696,0.000008081355,5.117511e-7,0.0003035431,5.416109e-8,0.000004792279,0.01999578,0.9653658,0.00006031935],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0008340024,0.003361191,0.00005243635,0.302099,0.0006343717,0.0001668588,5.230772e-7,0.0000300206,0.6928216],"genre_scores_gemma":[0.8047209,0.01563851,0.001084278,0.06257431,0.002142757,0.0000760253,0.00001528512,0.000008737054,0.1137392],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9163685,"threshold_uncertainty_score":0.9997978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2369473643288476,"score_gpt":0.5875476294353087,"score_spread":0.350600265106461,"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."}}