{"id":"W3152620687","doi":"10.1503/cmaj.1095934","title":"Hospitals grappling with nurse exodus","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Nursing; Health care; Medical emergency; Family medicine; History; Political science; Disease; Virology; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001943206,0.0001320211,0.0002882033,0.0001018705,0.001355927,0.00003863201,0.000199474,0.0005828306,0.01617651],"category_scores_gemma":[0.002182329,0.0001127084,0.00006144679,0.0004689469,0.00003162385,0.0001162673,0.00001479452,0.002223639,0.0008597994],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002186386,"about_ca_system_score_gemma":0.0124615,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004116568,"about_ca_topic_score_gemma":0.118478,"domain_scores_codex":[0.9960735,0.0005573785,0.0006227914,0.0001955153,0.001430965,0.001119855],"domain_scores_gemma":[0.9949006,0.0004514426,0.0003531337,0.0001529215,0.001131265,0.003010615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001056989,0.0000199982,0.6367619,0.00003415377,0.00007772721,0.001659694,0.00160052,0.00000647295,0.000001930408,0.002856822,0.3425226,0.01444762],"study_design_scores_gemma":[0.001163051,0.00004902662,0.05892695,0.0007699465,0.00002411106,0.0001908597,0.009823775,0.00004716644,0.000004629006,0.0005796161,0.9282387,0.0001821515],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7799091,0.001040273,0.0002182218,0.1423396,0.00367573,0.0003802166,0.0000369002,0.00007988448,0.07232008],"genre_scores_gemma":[0.8818762,0.0006220778,0.001466775,0.08383464,0.006826894,0.00005910331,0.00004871243,0.00007231247,0.0251933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5857161,"threshold_uncertainty_score":0.9999442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271026004988172,"score_gpt":0.3564530008924964,"score_spread":0.3437427408426147,"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."}}