{"id":"W4231275298","doi":"10.1108/13660750310458407","title":"The nursing shortage crisis: a familiar problem dressed in new clothes: Part I","year":2003,"lang":"en","type":"article","venue":"Leadership in Health Services","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Power (physics); Economic shortage; Nursing; Sociology; Clothing; Nothing; Nursing shortage; Perspective (graphical); Public relations; Medicine; Nurse education; Government (linguistics); Political science; Law; Epistemology","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":[0.002397664,0.000566055,0.0005393827,0.001240952,0.02152344,0.01386122,0.001823732,0.005665547,0.007742437],"category_scores_gemma":[0.004869841,0.0004335282,0.0002575623,0.003405645,0.01370327,0.006942684,0.005176655,0.007036386,0.001034294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02880125,"about_ca_system_score_gemma":0.03505549,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5243275,"about_ca_topic_score_gemma":0.6436194,"domain_scores_codex":[0.9976767,0.0005077715,0.00007570231,0.0002037964,0.0006835297,0.0008525115],"domain_scores_gemma":[0.9971847,0.0005089457,0.0004630279,0.0000762321,0.001004547,0.0007624421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00005512541,0.0001930304,0.01805426,0.001684695,0.00002141983,0.006320271,0.2357376,0.0004159114,0.001892485,0.0627849,0.5313614,0.141479],"study_design_scores_gemma":[0.000007481596,0.00005183988,0.01368584,0.000766503,0.000008616086,0.002795911,0.444183,0.000242696,0.0003135222,0.005060622,0.5328224,0.0000616273],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1298966,0.03670764,0.002537839,0.7004908,0.01850752,0.000185241,0.0001874839,0.0001539952,0.1113329],"genre_scores_gemma":[0.6752487,0.0385038,0.002175232,0.1378995,0.008812527,0.0001543797,0.0001909525,0.0001962274,0.1368188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5243275,"threshold_uncertainty_score":0.9569476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09827481127604694,"score_gpt":0.3519619884703387,"score_spread":0.2536871771942918,"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."}}