{"id":"W3082290506","doi":"10.5114/ait.2020.98491","title":"Initial hospital preparation and response to fight the COVID-19 pandemic, based on the British university hospital experience","year":2020,"lang":"en","type":"letter","venue":"Anaesthesiology Intensive Therapy","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); University hospital; Medicine; Intensive care; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Medical emergency; Intensive care medicine; Virology; Internal medicine; Infectious disease (medical specialty); Outbreak","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007042976,0.0006130364,0.0004081649,0.001205529,0.003139884,0.003655792,0.001286354,0.001762017,0.02420474],"category_scores_gemma":[0.03457028,0.0006531868,0.0004898956,0.001287368,0.001265202,0.003242935,0.006230964,0.004852529,0.007308643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008971169,"about_ca_system_score_gemma":0.01607621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1021229,"about_ca_topic_score_gemma":0.2220051,"domain_scores_codex":[0.9929276,0.002506033,0.0006292982,0.0002279924,0.001911176,0.001797832],"domain_scores_gemma":[0.9714162,0.002803964,0.001519439,0.0004972371,0.006388811,0.01737444],"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":[0.0002920408,0.0002062401,0.02107313,0.001079081,0.00003855857,0.001082729,0.00963388,0.0003142293,0.0005583324,0.001458298,0.7290329,0.2352306],"study_design_scores_gemma":[0.0001011712,0.0007223963,0.1349428,0.007277768,0.00004797559,0.001730792,0.04705259,0.0001616203,0.0005889991,0.0008902361,0.8062124,0.0002713765],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1103499,0.135048,0.003396908,0.4922349,0.01768467,0.0008115972,0.002721211,0.001174799,0.2365779],"genre_scores_gemma":[0.588315,0.2024441,0.007421637,0.0758059,0.003697135,0.0007389665,0.005425745,0.001005087,0.1151464],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1021229,"threshold_uncertainty_score":0.2030571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07694459047393584,"score_gpt":0.3589463384407543,"score_spread":0.2820017479668184,"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."}}