{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003368802,0.0003807249,0.0004400767,0.0003359461,0.0005176808,0.0002999337,0.0005898697,0.0002570296,0.0000371038],"category_scores_gemma":[0.0001189091,0.0003399174,0.00008386467,0.001143007,0.0001383355,0.0006616875,0.00000456223,0.0009832421,0.00006928026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006133029,"about_ca_system_score_gemma":0.0007804351,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008197244,"about_ca_topic_score_gemma":0.02282977,"domain_scores_codex":[0.9943599,0.001711169,0.001074054,0.0007086408,0.0005322992,0.001613962],"domain_scores_gemma":[0.9973807,0.001053545,0.0004552927,0.0007093622,0.00006088978,0.0003402609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001469766,0.001923984,0.08043814,0.01216429,0.00004966561,0.00001724821,0.8304849,0.0004766644,0.00009810155,0.01443012,0.01669374,0.04175341],"study_design_scores_gemma":[0.00170037,0.0003049596,0.02041373,0.01077141,0.00003447267,0.00002448003,0.8048493,0.000270955,0.0003337955,0.01570714,0.1449472,0.0006421015],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0730103,0.0507651,0.0001243572,0.8481838,0.01151988,0.004585259,0.00000754085,0.0006649122,0.01113883],"genre_scores_gemma":[0.9659826,0.0004310302,0.001758324,0.02995744,0.0006822739,0.0001042411,0.00001853114,0.0001271254,0.0009384521],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8929723,"threshold_uncertainty_score":0.9999053,"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."}}