{"id":"W4311524732","doi":"10.18438/eblip30094","title":"Assessment of the Institute for Research Design in Librarianship (IRDL): Impact on the Research Productivity and Careers of Academic Librarians","year":2022,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Museum and Library Services","keywords":"Salary; Promotion (chess); Medical education; Productivity; Psychology; Library science; Public relations; Sociology; Political science; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":["metaresearch"],"category_scores_codex":[0.2593273,0.0004711315,0.0009236667,0.005297594,0.004348691,0.01012579,0.003445452,0.001381027,0.002744551],"category_scores_gemma":[0.335075,0.001101418,0.001755808,0.003911053,0.002568664,0.004847948,0.01322422,0.002496794,0.001083623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009986483,"about_ca_system_score_gemma":0.03159269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002240821,"about_ca_topic_score_gemma":0.006485863,"domain_scores_codex":[0.7613395,0.1634977,0.02277218,0.005442321,0.04115089,0.005797452],"domain_scores_gemma":[0.4901439,0.2428188,0.089184,0.03294705,0.1131042,0.03180198],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006483397,0.003233581,0.5652351,0.002023807,0.0002128008,0.0001058333,0.04892159,0.0003062911,0.00148676,0.00101579,0.005975451,0.3708346],"study_design_scores_gemma":[0.0002996823,0.005680672,0.8530226,0.001217054,0.0002083287,0.0003585134,0.06002481,0.0009154532,0.003289043,0.0009065914,0.07385819,0.0002190447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950279,0.002694206,0.006872629,0.01206573,0.000292042,0.005151676,0.0005570141,0.0005044094,0.02158325],"genre_scores_gemma":[0.957283,0.001041978,0.03201754,0.001835745,0.0001437937,0.004628601,0.0003153878,0.00006928336,0.002664633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7406727,"threshold_uncertainty_score":0.9133813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1970346431379951,"score_gpt":0.448244837686973,"score_spread":0.251210194548978,"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."}}