{"id":"W3139552198","doi":"10.1080/21548331.2021.1915657","title":"Lessons for hospital care from the first wave of COVID-19 in Ontario, Canada","year":2021,"lang":"en","type":"article","venue":"Hospital Practice","topic":"Disaster Response and Management","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Health care; Social care; Pandemic; Medical emergency; Family medicine; Nursing; Virology; Internal medicine; Outbreak; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038512,0.0001385111,0.0002246584,0.00002242098,0.0003931512,0.00001920469,0.0002108271,0.00008484197,0.0005485128],"category_scores_gemma":[0.003825054,0.0001138306,0.00006479903,0.000139251,0.00003276639,0.0002412605,0.0002705254,0.0004444917,0.00001693389],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001226927,"about_ca_system_score_gemma":0.006441586,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9835892,"about_ca_topic_score_gemma":0.998518,"domain_scores_codex":[0.9983403,0.0003058581,0.0003931221,0.0003164597,0.0002849929,0.000359232],"domain_scores_gemma":[0.9947783,0.004063412,0.0002934176,0.0004971976,0.0002449178,0.0001227798],"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":[0.0007537824,0.0006723363,0.03554501,0.0005442603,0.0003148024,0.0006513415,0.364024,0.00005360075,0.000007170594,0.02145102,0.5743554,0.001627294],"study_design_scores_gemma":[0.0008955041,0.00009177159,0.03642605,0.00007082251,0.00006690524,4.745202e-7,0.2353236,0.000005507496,0.000008080067,0.0002297707,0.7267679,0.0001136157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6493243,0.001169726,0.0005454957,0.2944767,0.003084836,0.002918046,0.0005499136,0.00003630277,0.04789465],"genre_scores_gemma":[0.9803558,0.0000380122,0.0005401149,0.01441913,0.0001005639,0.0003376877,0.0001577633,0.00002280822,0.004028096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3310315,"threshold_uncertainty_score":0.999191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06093691599188432,"score_gpt":0.3859665094328369,"score_spread":0.3250295934409526,"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."}}