{"id":"W4310689146","doi":"10.12927/hcpol.2022.26970","title":"Personal Support Work and Home Care in Ontario during the COVID-19 Pandemic","year":2022,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Institute for Aging; University of Waterloo","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Personal protective equipment; Economic shortage; Work (physics); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Nursing; Key (lock); Business; Medicine; Psychology; Computer security; Virology; Engineering; Computer science; Government (linguistics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006440229,0.000169593,0.0002896114,0.000312195,0.002470421,0.000011726,0.0001933268,0.0001273133,0.00105817],"category_scores_gemma":[0.00009917931,0.0001439642,0.00006502679,0.0006275709,0.00006670276,0.00004399111,0.0003012419,0.001702474,0.00001919827],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0062874,"about_ca_system_score_gemma":0.006808833,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5973782,"about_ca_topic_score_gemma":0.6554534,"domain_scores_codex":[0.9972435,0.0008313982,0.0004218156,0.0003566953,0.0003270614,0.0008195467],"domain_scores_gemma":[0.9988178,0.0003238313,0.0001435307,0.000283986,0.00005141897,0.0003794295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001907053,0.00001032033,0.7802107,0.000283084,0.000004497414,0.00002567091,0.2147208,0.000003490432,0.000001342073,0.0002508998,0.003257532,0.001040941],"study_design_scores_gemma":[0.0009449651,0.0001104363,0.7623299,0.00002151665,0.000006203202,0.00005362415,0.06530407,4.044112e-7,8.867696e-8,0.0002404421,0.1708512,0.0001371558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.939681,0.001531238,5.592387e-7,0.05663858,0.0006906737,0.0007399479,0.00008561409,0.00009275646,0.0005396302],"genre_scores_gemma":[0.9847116,0.0001008467,0.000008111192,0.01030485,0.0004167183,0.0003670999,0.00006503293,0.00002887477,0.00399683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1675937,"threshold_uncertainty_score":0.999855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08618933017232779,"score_gpt":0.4202514461764452,"score_spread":0.3340621160041174,"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."}}