{"id":"W4289756550","doi":"10.1139/facets-2022-0002","title":"Investing in Canada’s nursing workforce post-pandemic: A call to action","year":2022,"lang":"en","type":"article","venue":"FACETS","topic":"Disaster Response and Management","field":"Health Professions","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Memorial University of Newfoundland; Canadian Nurses Association; University of Ottawa; University of Prince Edward Island; Dalhousie University; Université de Montréal; University of Alberta; Registered Nurses' Association of Ontario; Thompson Rivers University; University of Manitoba; Izaak Walton Killam Health Centre; Nova Scotia Health Authority","funders":"Dalhousie University; St. Francis Xavier University","keywords":"Workforce; Staffing; Pandemic; Nursing; Workforce planning; Health care; Medicine; Political science; Business; Coronavirus disease 2019 (COVID-19)","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003798357,0.00007687839,0.0001135591,0.0001168141,0.0004240495,0.000004772969,0.000129692,0.00002168549,0.0002898996],"category_scores_gemma":[0.0001059545,0.0000830114,0.00001342239,0.0002276173,0.00000472992,0.00005140573,0.0001772979,0.000393516,0.00005564783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00240421,"about_ca_system_score_gemma":0.001531235,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7082707,"about_ca_topic_score_gemma":0.9304503,"domain_scores_codex":[0.9985958,0.0003652902,0.0002324555,0.0001815363,0.0002240919,0.0004007977],"domain_scores_gemma":[0.9995441,0.00009835345,0.00006402096,0.0001604682,0.00002058835,0.0001124971],"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":[0.0009318583,0.0001568174,0.2443602,0.0002000075,0.00003193754,0.0001259028,0.1181241,0.00908103,0.006010512,0.001645294,0.4278721,0.1914603],"study_design_scores_gemma":[0.0009139685,0.0000936525,0.1854135,0.0003907045,0.00001186147,0.000004899444,0.1074075,0.0005373811,0.00001633594,0.0001546076,0.7047784,0.0002771135],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9648377,0.00002896631,0.0001014334,0.004268855,0.0007455971,0.0006224505,0.00001404493,0.00004231966,0.02933861],"genre_scores_gemma":[0.972922,0.000001425296,0.00009458658,0.01031154,0.00004152622,0.000208016,0.00001503883,0.00001440893,0.01639141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2769064,"threshold_uncertainty_score":0.6286926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1569207703074334,"score_gpt":0.4420985315547872,"score_spread":0.2851777612473538,"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."}}