{"id":"W2032116432","doi":"10.1177/0038038512454950","title":"The Role of Subjectivity and Knowledge Power Struggles in the Formation of Public Policy","year":2012,"lang":"en","type":"article","venue":"Sociology","topic":"Contemporary Sociological Theory and Practice","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council; Queen's University; Queen's University Belfast","keywords":"Legitimacy; Normative; Sociology; Subjectivity; Power (physics); Value (mathematics); Context (archaeology); Incentive; Empirical research; Epistemic community; Public policy; Empirical evidence; Sociology of scientific knowledge; Epistemology; Positive economics; Public relations; Social science; Political science; Law; Economics; Politics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006222832,0.00003854333,0.0000984856,0.00002383452,0.0003044345,0.000008295985,0.000159752,0.0001172352,0.0000198127],"category_scores_gemma":[0.002267943,0.00002139237,0.00003396237,0.0001197864,0.001370898,0.0003169371,0.00003782769,0.0001462421,0.000002618761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002060743,"about_ca_system_score_gemma":0.0000990054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006337584,"about_ca_topic_score_gemma":0.0004415818,"domain_scores_codex":[0.9958425,0.003733296,0.000133472,0.00004610324,0.00005700146,0.0001876966],"domain_scores_gemma":[0.9953788,0.004347748,0.0001292209,0.00007998844,0.00003995668,0.00002430878],"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":[0.000008783722,0.0000374728,0.06412025,0.000001653583,0.000004394365,2.039335e-8,0.1383805,1.738963e-8,0.0000875141,0.7900317,0.00001732585,0.007310437],"study_design_scores_gemma":[0.0001222385,0.00007516334,0.1049707,0.000001986567,0.000004361094,9.076903e-7,0.2535436,0.00000290443,0.0000639077,0.5371703,0.1039939,0.00005014491],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9148605,0.004582416,0.000008250629,0.00334196,0.0000596204,0.0001065445,0.000002713009,0.000005089115,0.07703288],"genre_scores_gemma":[0.9995105,0.0002845913,0.000004353652,0.00006924788,0.00008907491,0.000007540923,8.616492e-7,0.000001220288,0.00003264622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2528614,"threshold_uncertainty_score":0.5051132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06268214949572389,"score_gpt":0.3711413207361933,"score_spread":0.3084591712404694,"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."}}