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University of Sussex; Bath Spa University; University of Hull; University of Bradford; Anglia Ruskin University; University of Essex; University of Bedfordshire; Kingston University; University of Chester; University of Exeter; Robert Gordon University; Oxford Brookes University; University of Wolverhampton; Queen Margaret University; London School of Economics and Political Science; University of Aberdeen; Middlesex University; Bangor University; University of Bristol; University of Central Lancashire; University of Gloucestershire; Durham University; Abertay University; University of Brighton; University of Glasgow; University of East London; Liverpool Hope University; Royal Holloway, University of London; University of Northampton; Northumbria University; University of Huddersfield; Newcastle University; Harper Adams University; University College London; Manchester Metropolitan University; University of Reading; Glasgow Caledonian University; Teesside University; University of Chichester; Aberystwyth University; Cardiff University; Edge Hill University; Sheffield Hallam University; Heriot-Watt University; University of Winchester; University of Cambridge; Birmingham City University; University of West London; Nottingham Trent University; De Montfort University; University of Portsmouth; Bournemouth University; University of Greenwich; University of Salford Manchester; Aston University; King's College London; University of Roehampton; University of Worcester; University of Bath; Leeds Beckett University","keywords":"Salary; Robustness (evolution); Compensation (psychology); Pension; Econometrics; Actuarial science; Business; Economics; Psychology; Social psychology; Finance","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002479527,0.00009048878,0.00025592,0.00001172826,0.003865269,0.0006963622,0.0006551492,0.00002554594,0.004939055],"category_scores_gemma":[0.0001623042,0.00008742484,0.0001315894,0.0001035312,0.000133128,0.0003804563,0.0001550268,0.0002059155,0.0003631257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001581857,"about_ca_system_score_gemma":0.0001035958,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01159893,"about_ca_topic_score_gemma":0.0063224,"domain_scores_codex":[0.9985493,0.0002912132,0.0002786762,0.0002165971,0.0002740445,0.0003902024],"domain_scores_gemma":[0.999311,0.0002004704,0.000144307,0.0002167209,0.00005050471,0.00007699889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000017956,0.0002188385,0.002830812,0.001563377,0.0001044134,0.00005516008,0.01733163,0.00003981762,0.00001394718,0.1040735,0.1639714,0.7097793],"study_design_scores_gemma":[0.0000792485,0.000008515171,0.0005130531,0.0007908738,0.00002981681,0.00002505889,0.00179436,0.000006813139,2.808545e-7,0.009079662,0.9875231,0.0001492648],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1843115,0.4881151,0.000003122212,0.02467818,0.00222252,0.0009886537,0.0000297216,0.0001335648,0.2995177],"genre_scores_gemma":[0.833358,0.1452956,0.00002040948,0.01454687,0.0006838224,0.0001252406,0.00001237248,0.00001562121,0.005942089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8235517,"threshold_uncertainty_score":0.9974316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03034371937362026,"score_gpt":0.2767206500077977,"score_spread":0.2463769306341774,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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