{"id":"W2153981808","doi":"10.12927/hcq..16664","title":"A Flexible Nursing Workforce: Realities and Fallouts","year":2002,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Casual; Workforce; Nursing; Work (physics); Nursing shortage; Health care; Business; Medicine; Public relations; Nurse education; Political science; Economic growth; Economics","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":[0.004809196,0.0002350215,0.0002999991,0.002080143,0.008344131,0.006804147,0.001422729,0.003027701,0.008830415],"category_scores_gemma":[0.01489298,0.0002679967,0.0002572268,0.004784225,0.008922277,0.005961295,0.00437439,0.004811718,0.0006037954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01409454,"about_ca_system_score_gemma":0.0140573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2269994,"about_ca_topic_score_gemma":0.3713776,"domain_scores_codex":[0.9957058,0.0008052899,0.0001700622,0.000278747,0.001478851,0.001561234],"domain_scores_gemma":[0.9871885,0.003465588,0.002427645,0.000306486,0.001743073,0.004868558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004284795,0.0003026247,0.1890932,0.0008185504,0.00003481468,0.006963802,0.2685599,0.0006652517,0.0007298172,0.09037397,0.157656,0.2843736],"study_design_scores_gemma":[0.00002367731,0.0001055395,0.2017392,0.001236494,0.0000126693,0.002167937,0.6079008,0.0004830924,0.0001790185,0.02834095,0.1577129,0.00009758553],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5840589,0.01373865,0.0004848544,0.3515253,0.001215722,0.00003562566,0.000612559,0.00005996705,0.04826842],"genre_scores_gemma":[0.9792544,0.005833937,0.0001948557,0.009596362,0.0006440269,0.00002098053,0.0001579152,0.00003296749,0.004264568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2269994,"threshold_uncertainty_score":0.4513562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1035301806718292,"score_gpt":0.4197267937377271,"score_spread":0.3161966130658979,"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."}}