{"id":"W4391387669","doi":"10.1080/09692290.2023.2298627","title":"RIPE 2023 diversity statement","year":2024,"lang":"en","type":"article","venue":"Review of International Political Economy","topic":"Policy Transfer and Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Diversity (politics); Statement (logic); Political science; Economics; Law","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":[],"category_scores_codex":[0.0005698914,0.00004702181,0.0001141754,0.00004725888,0.00007963119,0.00002846391,0.0002040984,0.0000204211,0.003242784],"category_scores_gemma":[0.0001343507,0.00004424538,0.0001118569,0.00005982107,0.0001180137,0.0001657255,0.00006130365,0.00008192308,0.0002764856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001737137,"about_ca_system_score_gemma":0.0001309433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001321206,"about_ca_topic_score_gemma":0.00002813911,"domain_scores_codex":[0.999273,0.0000659894,0.0002173964,0.0001075922,0.0001525324,0.0001834918],"domain_scores_gemma":[0.9996121,0.0001441512,0.00001677305,0.00004974256,0.00006297902,0.0001142885],"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":[6.028609e-7,0.0000105421,0.0003136611,0.0006034648,0.00003689057,0.000002249574,0.0002080837,1.864544e-7,3.443206e-7,0.991228,0.004963221,0.002632766],"study_design_scores_gemma":[0.00003358487,0.000007506581,0.0002925649,0.001269794,0.00001576749,5.780165e-7,0.00009059563,0.0000440895,0.000006500235,0.02460217,0.9735875,0.00004935766],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0003472396,0.008341159,0.0005144902,0.03967076,0.0003470043,0.0001053206,0.00003664578,0.00002905094,0.9506083],"genre_scores_gemma":[0.9786689,0.01252289,0.0001076014,0.005534757,0.0005234941,0.000009057948,0.00001597711,0.000005063966,0.002612291],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9783216,"threshold_uncertainty_score":0.9976684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03897513200778738,"score_gpt":0.3939027307093003,"score_spread":0.3549275987015129,"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."}}