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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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001545328,0.0001574588,0.0004780402,0.001991711,0.0006989191,0.00309325,0.0004524491,0.0008393687,0.01433085],"category_scores_gemma":[0.01345365,0.0001754971,0.0003032046,0.004281433,0.0004235303,0.001482074,0.0007096464,0.0009943515,0.002926128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00345419,"about_ca_system_score_gemma":0.002190141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1710453,"about_ca_topic_score_gemma":0.2227184,"domain_scores_codex":[0.9981388,0.0003873715,0.0001417875,0.0002062855,0.0004922695,0.0006334286],"domain_scores_gemma":[0.9934947,0.001196387,0.00293343,0.0002331574,0.001086749,0.001055531],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002149384,0.00006423044,0.8437139,0.0002243499,0.0001213696,0.0002781436,0.001490443,0.001486399,0.0001207565,0.007503777,0.09903976,0.04574188],"study_design_scores_gemma":[0.00003316195,0.00008166351,0.9070061,0.0003201848,0.0000494187,0.0001392294,0.004501936,0.002086053,0.0001642372,0.001487104,0.08409517,0.00003567659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.890027,0.008054438,0.000809351,0.02935708,0.000477233,0.00006658921,0.02165532,0.00007021153,0.04948277],"genre_scores_gemma":[0.9699419,0.002288411,0.0001703049,0.001462461,0.0001644808,0.00003874204,0.007274022,0.00001524167,0.01864433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9984547,"threshold_uncertainty_score":0.3400995,"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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