{"id":"W896741730","doi":"","title":"Pay, performance and pensions are global challenges in higher education","year":2012,"lang":"en","type":"article","venue":"City Research Online (City University London)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Labour economics; Higher education; Economics; Actuarial science; Economic growth; Public economics; Finance; Accounting","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001673948,0.0001934734,0.0003435977,0.0002813787,0.001374013,0.00001032915,0.0003953314,0.0003700477,0.0005762873],"category_scores_gemma":[0.0002945785,0.0001832588,0.00004209239,0.0009399356,0.000323284,0.0007166571,0.0007979049,0.001747145,0.0001404109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001542617,"about_ca_system_score_gemma":0.0007959859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003535096,"about_ca_topic_score_gemma":0.01320667,"domain_scores_codex":[0.995941,0.001325097,0.0002873233,0.0004329564,0.0005964068,0.001417251],"domain_scores_gemma":[0.9975419,0.0005080594,0.0001280979,0.0004753,0.0005989131,0.0007477495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000201062,0.000629147,0.9708827,0.0003902873,0.000008391486,0.00000740439,0.0007548659,0.000001086909,0.000003448052,0.0108116,0.008035849,0.008274212],"study_design_scores_gemma":[0.0005475586,0.00005683544,0.6906546,0.0004436711,0.000006115466,0.000002370237,0.006537522,0.00003664657,8.842845e-7,0.0002349748,0.3013546,0.0001242409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500099,0.002085149,9.965676e-7,0.02384549,0.000550294,0.0008371694,0.0001351318,0.00009169112,0.02244423],"genre_scores_gemma":[0.9745355,0.01055742,0.0003904306,0.0003408607,0.0004911826,0.000006045857,0.00007411735,0.0000129373,0.01359146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2933187,"threshold_uncertainty_score":0.9999261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3516650706602888,"score_gpt":0.4895973959004264,"score_spread":0.1379323252401376,"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."}}