{"id":"W4289344807","doi":"10.1136/bmj.o1917","title":"Covid-19: Ontario hospitals close wards as nursing shortage bites","year":2022,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Economic shortage; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medical emergency; Medicine; Nursing; Nursing shortage; Skilled Nursing Facility; Pandemic; Family medicine; Virology; Outbreak; Nurse education; Infectious disease (medical specialty)","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":[0.006497556,0.0009584598,0.0005204295,0.001962442,0.01426399,0.01011372,0.002689882,0.01885135,0.09027267],"category_scores_gemma":[0.01483092,0.001167114,0.001016051,0.003303116,0.00318746,0.00443726,0.007649398,0.009082131,0.01205799],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04597827,"about_ca_system_score_gemma":0.1828326,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8718532,"about_ca_topic_score_gemma":0.9741127,"domain_scores_codex":[0.992914,0.0005690859,0.0004716898,0.0002410914,0.002758287,0.0030459],"domain_scores_gemma":[0.9510543,0.002816474,0.002477282,0.0006151401,0.010121,0.03291592],"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":[0.0000211837,0.00001823455,0.002591878,0.0001226844,0.000002979532,0.0001729936,0.0004419252,0.00002405617,0.00005979827,0.0005427656,0.9921056,0.003895919],"study_design_scores_gemma":[0.00008666458,0.00005928617,0.04897111,0.00103751,0.00001248711,0.0001402785,0.009210224,0.0001102118,0.00004587161,0.000407044,0.9398476,0.00007169435],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.01125867,0.006863697,0.0002586656,0.8320408,0.0231243,0.0008850116,0.01037685,0.0003651763,0.1148268],"genre_scores_gemma":[0.06275383,0.00972702,0.001124324,0.3220018,0.01546493,0.001003745,0.007486858,0.0005272261,0.5799102],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.9540218,"threshold_uncertainty_score":0.3335972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05934311494412065,"score_gpt":0.4841711580587503,"score_spread":0.4248280431146296,"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."}}