{"id":"W312118029","doi":"","title":"In Defence of Political Staff","year":2012,"lang":"en","type":"article","venue":"oURspace (University of Regina)","topic":"Political Systems and Governance","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Politics; Accountability; Work (physics); Democracy; Quality (philosophy); Public relations; Political science; Public administration; Law; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.002758854,0.000628074,0.0003743739,0.0007244332,0.00756483,0.009220929,0.001013454,0.01359968,0.03138539],"category_scores_gemma":[0.008981107,0.0004060614,0.0004089317,0.001232524,0.003370451,0.003971176,0.003207129,0.009618342,0.01094719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007212202,"about_ca_system_score_gemma":0.01250317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06132854,"about_ca_topic_score_gemma":0.1517786,"domain_scores_codex":[0.99621,0.0009440731,0.000229858,0.00043237,0.001027106,0.001156593],"domain_scores_gemma":[0.9976498,0.0005044902,0.0002638085,0.0001308879,0.0006277462,0.0008232541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009302565,0.000006119009,0.0002655077,0.000056523,0.000002241392,0.00006942735,0.001756869,0.00001207377,0.00008061167,0.04188323,0.9405121,0.01534599],"study_design_scores_gemma":[0.000003623061,0.000005183449,0.001064738,0.00008213062,0.000001736573,0.00004158226,0.001127766,0.00001013953,0.00004360311,0.001418512,0.9961967,0.000004190517],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002672526,0.03273901,0.0004681364,0.5675951,0.04895104,0.00004802914,0.0003464155,0.0001189454,0.3470608],"genre_scores_gemma":[0.05560031,0.007175928,0.0003599426,0.2445358,0.009340462,0.00009788571,0.000221068,0.0001210259,0.6825475],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06132854,"threshold_uncertainty_score":0.1219431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01765829986117352,"score_gpt":0.25378295938697,"score_spread":0.2361246595257965,"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."}}