{"id":"W3125068984","doi":"10.33186/1027-3689-2020-11-15-32","title":"Analysis of trends in modern library and information infrastructure in the ongoing pandemics. (Review of international professional publications). (Part 2)","year":2021,"lang":"en","type":"article","venue":"Scientific and Technical Libraries","topic":"Library Science and Information","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Canadian Institutes of Health Research; Directorate for Biological Sciences; National Institutes of Health; Scheme for Promotion of Academic and Research Collaboration; Vetenskapsrådet; Fonds National de la Recherche Luxembourg; Institut National de la Santé et de la Recherche Médicale; International Society on Thrombosis and Haemostasis; University of Cambridge; National Research Foundation Singapore; South African Medical Research Council; Austrian Science Fund; National Research Foundation; Narodowym Centrum Nauki; University of Bristol; Norges Forskningsråd; Pennsylvania State University; University of Oxford; Healthcare Infection Society; Royal Society; Health Research Board; National Institute for Health and Care Research; Instituut voor Tropische Geneeskunde; Science for Life Laboratory; Science Foundation Ireland; Society for Applied Microbiology; Bill and Melinda Gates Foundation; Biotechnology and Biological Sciences Research Council; Wellcome Trust; University of Pennsylvania; Japan Agency for Medical Research and Development; Intensive Care Society; Unione delle Università del Mediterraneo; International Society for Infectious Diseases; U.S. Department of Health and Human Services","keywords":"Digitization; Library science; Digital library; Work (physics); Pandemic; World Wide Web; Space (punctuation); Public relations; Coronavirus disease 2019 (COVID-19); Political science; Sociology; Computer science; Engineering; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004388134,0.00006025983,0.0001543749,0.0007386159,0.00006480866,0.0003414608,0.0005558964,0.00004949894,0.00005071744],"category_scores_gemma":[0.00006987496,0.00004086804,0.0000395142,0.004345879,0.0002339748,0.01936285,0.0003881311,0.0001149578,1.807685e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000311139,"about_ca_system_score_gemma":0.0001394394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.375357e-7,"about_ca_topic_score_gemma":0.000001582188,"domain_scores_codex":[0.9989089,0.00005390383,0.0004714426,0.000158008,0.0003137518,0.00009395779],"domain_scores_gemma":[0.999406,0.00008592451,0.0001711213,0.0002693824,0.0000394819,0.00002806438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000005193187,0.00005930054,0.1279574,0.0001881315,0.00002109985,5.347639e-7,0.001582483,0.00006225114,0.00009748601,0.7518676,0.005805828,0.1123527],"study_design_scores_gemma":[0.0001912578,0.00001645871,0.8988279,0.0003733199,0.00001917477,0.000009861919,0.0002845071,0.04820451,0.0003968447,0.01368041,0.03788045,0.0001153587],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6986383,0.02241617,0.04643297,0.1215709,0.002188365,0.001273045,0.0004988481,0.0004029921,0.1065784],"genre_scores_gemma":[0.984854,0.00191367,0.01008668,0.002030682,0.00001158706,0.00001936638,0.0008182345,0.000002088464,0.0002636721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7708704,"threshold_uncertainty_score":0.9943528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136559961490671,"score_gpt":0.2373760756926429,"score_spread":0.2260104760777362,"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."}}