{"id":"W3109713149","doi":"10.33524/cjar.v21i1.515","title":"Why Are Things As They Are? Action Research and the Transformation of Work and Education in the Neoliberal Age","year":2020,"lang":"en","type":"article","venue":"The Canadian Journal of Action Research","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Neoliberalism (international relations); Action research; Work (physics); Action (physics); Competition (biology); Sociology; Engineering ethics; Political science; Environmental ethics; Epistemology; Social science; Pedagogy; Engineering; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08950845,0.001164169,0.001757212,0.005372257,0.02379883,0.03135264,0.003850499,0.009359651,0.003203377],"category_scores_gemma":[0.05069391,0.0008770909,0.0009902008,0.003689923,0.2285065,0.02811982,0.0155589,0.01375609,0.0005919551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03268399,"about_ca_system_score_gemma":0.05557789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03585112,"about_ca_topic_score_gemma":0.04643987,"domain_scores_codex":[0.8387562,0.1382205,0.001881186,0.005607629,0.01043394,0.005100526],"domain_scores_gemma":[0.9020895,0.07661188,0.005107793,0.006335635,0.004478252,0.005376916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001383128,0.00007768696,0.0007305009,0.0001648246,0.00001740093,0.0001232344,0.1412843,0.0002428582,0.0001074464,0.839536,0.002169672,0.01553237],"study_design_scores_gemma":[0.00002605643,0.00002825266,0.0005368131,0.0006179044,0.00001035025,0.00008746146,0.09421984,0.0002781169,0.000155886,0.8280419,0.07595479,0.00004269781],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06882493,0.02978302,0.0369211,0.5080807,0.001829821,0.0002714708,0.00006031645,0.0001294744,0.3540991],"genre_scores_gemma":[0.9403399,0.01047396,0.01904492,0.02017473,0.0003597736,0.0003615236,0.00003551803,0.00007929374,0.00913038],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08950845,"threshold_uncertainty_score":0.4733716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3232391514247971,"score_gpt":0.5054210357640283,"score_spread":0.1821818843392312,"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."}}