{"id":"W4415432668","doi":"10.17645/pag.10646","title":"Echoes and Barriers: Staff as Key Actors in the Representative Process","year":2025,"lang":"en","type":"article","venue":"Politics and Governance","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Representation (politics); Parliament; Discretion; Process (computing); Work (physics); Key (lock)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035424,0.00004555543,0.00006023192,0.00002076732,0.0002921435,0.0001697264,0.0001474656,0.00003538877,0.00002436839],"category_scores_gemma":[0.001525376,0.00003403371,0.000009438132,0.0002007626,0.000366492,0.0001597826,0.0000268776,0.00010526,9.256614e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002582328,"about_ca_system_score_gemma":0.0004871136,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01029566,"about_ca_topic_score_gemma":0.003059581,"domain_scores_codex":[0.99925,0.0001071129,0.00008202645,0.0001225708,0.000213841,0.0002244373],"domain_scores_gemma":[0.9995068,0.0002653507,0.00003224277,0.00007363076,0.00003652919,0.00008543685],"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":[0.000003228697,0.00001284934,0.01244764,0.00001133287,0.000003521134,0.000002764456,0.01908894,1.788498e-7,0.000002703229,0.9668632,0.001230852,0.0003328196],"study_design_scores_gemma":[0.0004461512,0.00006578317,0.1851308,0.00007190887,0.000006659167,0.000001613644,0.09113258,0.00006625744,0.0003683859,0.3468156,0.3757342,0.0001600804],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7980372,0.0001810893,0.000004031124,0.03002484,0.00002991844,0.0001221893,0.00003564907,0.000006331644,0.1715588],"genre_scores_gemma":[0.9928777,0.0005103947,0.000006346645,0.0009883713,0.00004375948,0.00001402838,5.776431e-7,0.000001442626,0.005557411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6200475,"threshold_uncertainty_score":0.9962949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02598904150529437,"score_gpt":0.4174134402786497,"score_spread":0.3914243987733554,"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."}}