{"id":"W4301056373","doi":"10.12927/cjnl.2022.26878","title":"Nursing Workforce Challenges: Familiar Territory or Shifting Tides?","year":2022,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority","funders":"","keywords":"Workforce; Globe; Nursing; Pandemic; Coronavirus disease 2019 (COVID-19); Public relations; Political science; Sociology; Psychology; Medicine; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01118622,0.001317725,0.001953682,0.002209251,0.01597659,0.02317775,0.004889102,0.01903254,0.01182664],"category_scores_gemma":[0.0393845,0.0008499892,0.00111523,0.003252298,0.01584237,0.02396536,0.007787559,0.03175573,0.003026622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01725971,"about_ca_system_score_gemma":0.04326345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09750982,"about_ca_topic_score_gemma":0.2652532,"domain_scores_codex":[0.9892222,0.002319524,0.0007386287,0.001009019,0.004308365,0.002402287],"domain_scores_gemma":[0.9616526,0.01383341,0.002172712,0.0006499678,0.01175189,0.0099394],"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":[0.00002209812,0.00003390915,0.0004572761,0.0005836693,0.00001600774,0.0005024634,0.002765746,0.00003870648,0.0001074596,0.006936511,0.949985,0.03855125],"study_design_scores_gemma":[0.00001376782,0.00002957797,0.001209744,0.001652259,0.00002367055,0.0007526657,0.02996021,0.00009866726,0.0000735293,0.01253351,0.9535612,0.00009115202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003788287,0.02716881,0.0001649366,0.8758274,0.09432158,0.000008873313,0.00002170319,0.00002708145,0.002080786],"genre_scores_gemma":[0.01502254,0.06668049,0.0008773954,0.7105474,0.1978207,0.00004352387,0.00007252058,0.0001369526,0.008798473],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09750982,"threshold_uncertainty_score":0.1938845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5817476554471066,"score_gpt":0.4491416288927422,"score_spread":0.1326060265543644,"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."}}