{"id":"W4377209678","doi":"10.5281/zenodo.7957537","title":"Annual Report, 2021-2022","year":2023,"lang":"en","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of North Carolina at Chapel Hill; University of California, Los Angeles; University of California, Irvine; University of Denver; Vassar College; University of Texas at Arlington; West Virginia University; University of North Texas; University of Oxford; University of South Florida; University of Nebraska-Lincoln; University of Miami; University of Rochester; University of Louisville; University of Wyoming; University of Cincinnati; University of Pittsburgh; University of Oklahoma; University of Washington; University of Illinois at Urbana-Champaign; Villanova University; Wake Forest University; Virginia Commonwealth University; University of Wisconsin-Madison; University of Pennsylvania; University of California, San Diego; University of Toronto; Yale University; Vanderbilt University; University of Notre Dame; University of Massachusetts Amherst; Williams College; University of Southern California; University of Oregon; University of South Carolina; University of Minnesota; Wellesley College; Wayne State University","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.003862158,0.0021308,0.0009464117,0.003395972,0.001513182,0.004390573,0.002018107,0.003178329,0.1127429],"category_scores_gemma":[0.005983131,0.0007752909,0.0009506634,0.003924995,0.0003814206,0.002249246,0.002005721,0.002483904,0.1290104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005558825,"about_ca_system_score_gemma":0.02986713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1659684,"about_ca_topic_score_gemma":0.1918674,"domain_scores_codex":[0.9968559,0.0002121114,0.0001776706,0.0001840815,0.002090418,0.0004799024],"domain_scores_gemma":[0.9936827,0.0003755116,0.0002561694,0.0002473803,0.004644244,0.0007939781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001888259,0.00008753184,0.0005846602,0.0001660467,0.00001019822,0.00002491509,0.00002455789,0.0001999087,0.0002123506,0.001158896,0.9850674,0.01227475],"study_design_scores_gemma":[0.00005152117,0.00004279772,0.008117601,0.0001038576,0.00001811503,0.00002429634,0.00006889804,0.0001355498,0.0005963212,0.0004725375,0.9903529,0.00001548572],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.003116552,0.004290754,0.002198061,0.007634535,0.01010418,0.001461781,0.6626819,0.001343926,0.3071684],"genre_scores_gemma":[0.005070194,0.002765463,0.002777707,0.00198266,0.0006449383,0.001673649,0.2324438,0.0006453948,0.7519962],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1659684,"threshold_uncertainty_score":0.3771626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1166884549479475,"score_gpt":0.3511252741304313,"score_spread":0.2344368191824838,"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."}}