{"id":"W6903156325","doi":"10.11575/prism/39591","title":"In the Interest of Disclosure: A Framework for Conflict of Interest in Public Policy","year":2021,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Accountability; Public interest; Public policy; Conflict of interest; Government (linguistics); Work (physics); Public sector; Policy studies","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.2787093,0.003688892,0.003067496,0.01756197,0.03445406,0.06230501,0.0140454,0.03484695,0.007982216],"category_scores_gemma":[0.1683911,0.002733167,0.004653327,0.01410792,0.2089659,0.08080798,0.03521069,0.03849926,0.002073818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06570888,"about_ca_system_score_gemma":0.06288597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01775672,"about_ca_topic_score_gemma":0.01302427,"domain_scores_codex":[0.5598673,0.3921513,0.01230192,0.009121848,0.0158576,0.01070004],"domain_scores_gemma":[0.6486009,0.3075975,0.01129464,0.006785951,0.01853255,0.007188349],"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":[0.000003794911,0.000008910532,0.0001128263,0.0001290029,0.000004234544,0.0001213042,0.02184435,0.0001217736,0.0000119201,0.9717621,0.003791163,0.002088674],"study_design_scores_gemma":[0.0000290408,0.00002877521,0.0001892355,0.002379077,0.00001510128,0.000335077,0.0349322,0.0007050289,0.00006546512,0.7840637,0.1771768,0.00008041005],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005556105,0.02965126,0.1844804,0.5751532,0.007812282,0.002005995,0.0002534062,0.0002295793,0.1948578],"genre_scores_gemma":[0.5304127,0.02809074,0.2408659,0.1573288,0.007751699,0.01375143,0.0005051576,0.000498845,0.02079475],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.965153,"threshold_uncertainty_score":0.8894799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2755056899850651,"score_gpt":0.4215327914270781,"score_spread":0.146027101442013,"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."}}