{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003936534,0.0003842383,0.000602133,0.0001290012,0.0007881892,0.00008617424,0.0004035523,0.0006294127,0.0001272302],"category_scores_gemma":[0.00486983,0.0002600414,0.0001806841,0.0002269937,0.0007714512,0.00005893065,0.0000740808,0.001586815,0.00004276036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004301557,"about_ca_system_score_gemma":0.001394181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001746772,"about_ca_topic_score_gemma":0.0001206484,"domain_scores_codex":[0.9968724,0.001275685,0.0002875995,0.0007560361,0.0003249858,0.0004832881],"domain_scores_gemma":[0.9952427,0.00298846,0.0002109284,0.0006593307,0.0005598142,0.0003388201],"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":[0.009286262,0.00003990821,0.003987017,0.00002431217,0.00007787948,0.004310195,0.01003452,0.000002601392,0.0001079943,0.00001065409,0.9694143,0.002704375],"study_design_scores_gemma":[0.001416698,0.01777955,0.01980696,0.0001101304,0.00004727036,0.0001531593,0.001816244,0.00004149778,0.00004548091,0.0001267665,0.9583015,0.0003547866],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.4508894,0.0001253995,0.00003720682,0.547519,0.0001709905,0.001123398,0.00004884397,0.00006709795,0.00001863675],"genre_scores_gemma":[0.3598709,0.0007216479,0.000011331,0.6385877,0.0005282253,0.00003440218,0.00006848317,0.00002850088,0.0001488156],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09106873,"threshold_uncertainty_score":0.9999852,"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."}}