{"id":"W3049157992","doi":"10.1016/j.acra.2020.06.036","title":"A Metrics-Based Research Salary Award System and Its 9-Year Impact on Publication Productivity","year":2020,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Salary; Impact factor; Productivity; Wilcoxon signed-rank test; Test (biology); Medicine; Period (music); Psychology; Political science; Internal medicine; Mann–Whitney U test; Economics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002393511,0.0001465389,0.0003812502,0.0007971905,0.0001297937,0.00001209516,0.0001578298,0.0004665726,0.00003763636],"category_scores_gemma":[0.006391047,0.000113148,0.0000540398,0.001607551,0.000138258,0.0001943449,0.0000349186,0.001623476,0.0001485304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002506683,"about_ca_system_score_gemma":0.0003482881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003389121,"about_ca_topic_score_gemma":2.047281e-7,"domain_scores_codex":[0.9977685,0.0007180186,0.0002898253,0.000579207,0.0002369028,0.0004075749],"domain_scores_gemma":[0.9980583,0.0009295138,0.0001569835,0.0002594226,0.0002645175,0.0003313007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005755453,0.0002946235,0.4835277,0.0009433456,0.0005296445,0.00006524596,0.002316828,0.0001654303,0.07927016,0.01812813,0.3927811,0.01622229],"study_design_scores_gemma":[0.004325376,0.007244576,0.814846,0.0001728214,0.0003288545,0.001963675,0.001164255,0.02686767,0.007681572,0.0002206414,0.1346175,0.0005670991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8754895,0.002098384,0.00003726467,0.1202139,0.0002001746,0.0006336707,0.000007146943,0.0000976849,0.00122232],"genre_scores_gemma":[0.9963782,0.0005238096,0.0001413349,0.001525617,0.001159174,0.00006776946,0.00006556996,0.00002104332,0.0001174739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3313182,"threshold_uncertainty_score":0.7651141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1913353042000267,"score_gpt":0.4392459864586214,"score_spread":0.2479106822585947,"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."}}