{"id":"W4321185622","doi":"10.29242/salary.2021","title":"ARL Annual Salary Survey 2021","year":2023,"lang":"en","type":"book","venue":"ARL annual salary survey","topic":"Library Science and Administration","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Salary; Library science; Political science; Public relations; Management; Medical education; Medicine; Law; Computer science; Economics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01108734,0.000741153,0.0009313343,0.0003876776,0.001248128,0.0005834069,0.001856587,0.001176276,0.001843888],"category_scores_gemma":[0.002417894,0.0007570316,0.0003473274,0.001541227,0.001117962,0.003699038,0.0004480596,0.001071306,0.005496503],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000244821,"about_ca_system_score_gemma":0.00628589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01733122,"about_ca_topic_score_gemma":0.1273156,"domain_scores_codex":[0.9902305,0.003778715,0.0009851214,0.001487146,0.002104672,0.001413869],"domain_scores_gemma":[0.9940742,0.002957403,0.0005521895,0.000853472,0.0007884845,0.0007742629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00007477354,0.000110312,0.09045123,0.00002799974,0.0001002094,0.0001854944,0.004956392,0.000004515177,0.000001536802,0.001506205,0.8935456,0.009035784],"study_design_scores_gemma":[0.0001897245,0.000201638,0.5714228,0.00009289693,0.00002307423,0.000002575081,0.001035832,0.000005403827,0.000002739055,0.003547884,0.4225793,0.0008961559],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02461459,0.002743416,0.0000476332,0.004536106,0.01582832,0.002511805,0.05584979,0.001512828,0.8923555],"genre_scores_gemma":[0.02521307,0.001233339,0.00003634268,0.0008046323,0.002643444,0.00002519388,0.01390892,0.0001374039,0.9559976],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4809716,"threshold_uncertainty_score":0.9994881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05308333224814098,"score_gpt":0.3141843043994893,"score_spread":0.2611009721513483,"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."}}