{"id":"W3082213368","doi":"10.1111/capa.12386","title":"Beyond COVID‐19: Five commentaries on expert knowledge, executive action, and accountability in governance and public administration","year":2020,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accountability; Public administration; Political science; Government (linguistics); Corporate governance; Administration (probate law); Public relations; Economics; Law; Management","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0009379791,0.0002252482,0.000230322,0.0002041588,0.001233782,0.001159582,0.0002859515,0.0002578876,0.0004493425],"category_scores_gemma":[0.005414226,0.0002581286,0.00003618259,0.0007797907,0.0008752212,0.00165878,0.00004070027,0.0003684563,0.0000146046],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001094741,"about_ca_system_score_gemma":0.01489449,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02626419,"about_ca_topic_score_gemma":0.9077762,"domain_scores_codex":[0.9973623,0.0004853089,0.0004084189,0.000610595,0.0004486067,0.000684821],"domain_scores_gemma":[0.9961262,0.0005190994,0.0001564602,0.0001998604,0.0002181567,0.002780171],"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":[0.0001308284,0.0001706082,0.009660227,0.00003927916,0.00002063231,0.00002439447,0.01078162,1.375674e-7,0.00001754406,0.9259263,0.0450888,0.008139577],"study_design_scores_gemma":[0.0005998789,0.0003868642,0.007528796,0.00000998319,0.000004097722,0.000008984617,0.02253036,0.0001801508,0.00006623622,0.002409578,0.965972,0.0003030685],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1643126,0.0002109498,0.00006519531,0.7869021,0.000159049,0.0007872526,0.0003388099,0.00007702922,0.04714699],"genre_scores_gemma":[0.9874035,0.0002014259,0.00005186038,0.01080229,0.0003219417,0.0001198535,0.0001810338,0.00001312412,0.0009050227],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9235168,"threshold_uncertainty_score":0.9999871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09860308529663388,"score_gpt":0.3974519818231374,"score_spread":0.2988488965265035,"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."}}