{"id":"W2775167728","doi":"10.1080/14494035.2017.1375249","title":"Instrument constituencies and public policy-making: an introduction","year":2017,"lang":"en","type":"article","venue":"Policy and Society","topic":"Policy Transfer and Learning","field":"Social Sciences","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of Saskatchewan","funders":"Lee Kuan Yew School of Public Policy, National University of Singapore; Simon Fraser University; Canada Research Chairs","keywords":"Set (abstract data type); Articulation (sociology); Identification (biology); Bureaucracy; Politics; Process (computing); Political science; Public relations; Action (physics); Public policy; Sociology; Public administration; Computer science; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006023624,0.0001054708,0.0001330474,0.00005678644,0.003942491,0.0006741462,0.0001947961,0.0001164455,0.00001936238],"category_scores_gemma":[0.0007460085,0.0001033046,0.00005431404,0.00009768858,0.00176303,0.0008075275,0.00006705785,0.0001679737,0.000002246018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009845124,"about_ca_system_score_gemma":0.0005002931,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0437124,"about_ca_topic_score_gemma":0.002225652,"domain_scores_codex":[0.9989386,0.0001073385,0.000111936,0.0002341063,0.0001810038,0.0004270304],"domain_scores_gemma":[0.999403,0.00004088282,0.00005997764,0.0002221624,0.00004432916,0.0002296235],"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":[0.00000239662,0.00001949222,0.009100461,0.00001212401,0.00002154997,2.557655e-7,0.04711768,4.758177e-7,0.0002057267,0.9208537,0.0006026055,0.0220635],"study_design_scores_gemma":[0.0006372387,0.00007726281,0.1626008,0.00001644339,0.00002513246,0.00001167625,0.0201853,0.0000993324,0.00007256641,0.02508923,0.7908116,0.0003734715],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8065453,0.00009255361,0.00009552951,0.1486796,0.0001540599,0.0001479498,0.00001539127,0.00009951523,0.04417007],"genre_scores_gemma":[0.9930745,0.0007994494,0.0002189198,0.00169918,0.003626212,0.000006715532,0.000002104345,0.000007140191,0.0005657169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8957645,"threshold_uncertainty_score":0.9973543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05370272842755471,"score_gpt":0.3682212579684441,"score_spread":0.3145185295408894,"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."}}