{"id":"W3100731315","doi":"10.1002/cyto.a.24261","title":"Shared Resource Laboratory Operations: Changes Made During Initial Global <scp>COVID</scp>‐19 Lockdown of 2020","year":2020,"lang":"en","type":"article","venue":"Cytometry Part A","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"National Cancer Institute; Barbara Ann Karmanos Cancer Institute; National Institutes of Health; Wayne State University","keywords":"Pandemic; Contingency plan; Coronavirus disease 2019 (COVID-19); Business; Social distance; Resource (disambiguation); Shutdown; Public relations; Operations management; Medical emergency; Medicine; Operations research; Infectious disease (medical specialty); Computer science; Political science; Computer security; Engineering; Disease","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":[0.0002082792,0.000177296,0.0003663521,0.0001745865,0.0001855536,0.00006006575,0.0001540074,0.0001504012,0.0004670717],"category_scores_gemma":[0.001636615,0.0001668103,0.00009422785,0.002362912,0.0001305623,0.0001314403,0.000187465,0.0003166705,0.000215845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001520393,"about_ca_system_score_gemma":0.0002970109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003677327,"about_ca_topic_score_gemma":0.00002363057,"domain_scores_codex":[0.9983939,0.0001052518,0.0003086379,0.0003742495,0.0004612385,0.0003567501],"domain_scores_gemma":[0.9987875,0.0000840917,0.0000587516,0.0002784115,0.0002270097,0.0005642181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007437495,0.0009757827,0.3102468,0.003037905,0.0008309305,0.001235493,0.003305067,0.0006581051,0.4960375,0.0002623438,0.1784965,0.004169797],"study_design_scores_gemma":[0.00859984,0.002808813,0.1718698,0.0004844572,0.0003175132,0.0003187664,0.004319261,0.003334348,0.1294673,0.0000213906,0.6780142,0.0004444339],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893233,0.001162257,0.0002118813,0.002440171,0.0001044045,0.0004814036,0.000566825,0.0001672269,0.005542556],"genre_scores_gemma":[0.9954371,0.00009378064,0.0002325089,0.002067859,0.001059087,0.00005615463,0.000119708,0.00002608725,0.0009077521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4995176,"threshold_uncertainty_score":0.6802326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04663041543985924,"score_gpt":0.3463777692378172,"score_spread":0.2997473537979579,"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."}}