{"id":"W2794444965","doi":"10.1111/gove.12342","title":"The twin faces of public sector design","year":2018,"lang":"en","type":"article","venue":"Governance","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Carleton University","funders":"Employment and Social Development Canada","keywords":"Instrumentalism; Leverage (statistics); Politics; Corporate governance; Sociology; Public policy; Top-down and bottom-up design; Design thinking; Economics; Public relations; Positive economics; Management science; Political science; Epistemology; Management; Computer science; Economic growth; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0006157694,0.00007040687,0.00008196105,0.00002032415,0.0002970062,0.00005209166,0.000348348,0.00005558903,0.00006924705],"category_scores_gemma":[0.0003416067,0.00004933203,0.00001999138,0.0004501587,0.0003950763,0.0002606133,0.0001444662,0.0000795064,0.0001190056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002373802,"about_ca_system_score_gemma":0.00002576133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003469445,"about_ca_topic_score_gemma":0.00003298284,"domain_scores_codex":[0.9994071,0.000009968571,0.0001442313,0.0001116022,0.0001488226,0.0001783469],"domain_scores_gemma":[0.9993856,0.00003988344,0.0002349635,0.0001474875,0.0001901232,0.000001972181],"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":[0.00001114221,0.00001906321,0.008119259,0.00001254318,0.00002466262,5.288865e-7,0.00009170633,3.071499e-7,0.0002566004,0.9474131,0.01767703,0.02637398],"study_design_scores_gemma":[0.0002503608,0.00001620298,0.1595342,0.0000220292,0.00000688217,3.807196e-7,0.0003107346,0.0002928674,0.006030247,0.05399323,0.7793557,0.0001871938],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7535101,0.0006071452,0.03439645,0.01090143,0.002050278,0.0006047492,0.000004631862,0.0002862602,0.1976389],"genre_scores_gemma":[0.9971377,0.00001767073,0.0009552473,0.0005570352,0.0003652937,0.00001783752,7.531559e-7,0.000007174237,0.0009413237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8934199,"threshold_uncertainty_score":0.2284362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05705257082289005,"score_gpt":0.2322387365616766,"score_spread":0.1751861657387866,"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."}}