{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006199999,0.0006726133,0.0009951669,0.001499498,0.02642659,0.01277939,0.004713452,0.008556668,0.01789388],"category_scores_gemma":[0.01291278,0.00112292,0.001413072,0.003573931,0.008143459,0.004134767,0.007377717,0.01741197,0.001703657],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2759416,"about_ca_system_score_gemma":0.4874013,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.996702,"about_ca_topic_score_gemma":0.9992628,"domain_scores_codex":[0.9875258,0.001255103,0.0004843112,0.0004911729,0.002973492,0.007270022],"domain_scores_gemma":[0.9671125,0.001613821,0.0009770199,0.0004606501,0.008300877,0.02153506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002647731,0.0001953669,0.03628442,0.0008337799,0.0001106784,0.002162511,0.02833157,0.0007043178,0.0004202827,0.01797087,0.8550916,0.05762991],"study_design_scores_gemma":[0.0002517545,0.0001984834,0.1618663,0.004636103,0.0001267897,0.0005543799,0.1685955,0.0004667568,0.0002293345,0.007326174,0.6553258,0.0004227346],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02571225,0.01278481,0.0003002277,0.9238502,0.004263746,0.00010028,0.001459899,0.00005869359,0.03146987],"genre_scores_gemma":[0.5133691,0.04087333,0.003060317,0.3857568,0.003159996,0.0002910082,0.002254667,0.0002774992,0.05095735],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2759416,"threshold_uncertainty_score":0.8398051,"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."}}