{"id":"W2146434498","doi":"10.12927/cjnl.2001.19122","title":"Perspective: Economically Speaking About Nurse Staffing","year":2001,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Staffing; Nursing; Economic shortage; Health care; State (computer science); Nursing shortage; Public relations; Business; Psychology; Nurse education; Medicine; Political science; Economics; Economic growth; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003805514,0.0005412545,0.00039248,0.0006713153,0.002157649,0.004524212,0.00118129,0.008790033,0.01496782],"category_scores_gemma":[0.01871238,0.0001435923,0.0003926312,0.001078789,0.005331131,0.00711979,0.001551683,0.008783076,0.00166578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004001295,"about_ca_system_score_gemma":0.004067367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007932738,"about_ca_topic_score_gemma":0.008132671,"domain_scores_codex":[0.9961354,0.002330438,0.00008954044,0.0003393262,0.0007725324,0.0003328488],"domain_scores_gemma":[0.9859839,0.009771923,0.001227603,0.0002190945,0.001735866,0.001061672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001175623,0.0001011781,0.003573583,0.0003803006,0.00003049783,0.0006408774,0.003189271,0.001170762,0.0003474281,0.741336,0.2248126,0.02429984],"study_design_scores_gemma":[0.00003900155,0.0001593852,0.00609812,0.001459814,0.00003882846,0.001015551,0.02834771,0.0009802133,0.0004400661,0.4691584,0.4921934,0.00006939145],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00360881,0.00457354,0.0008209831,0.9530128,0.002458336,0.000004969841,0.00008835706,0.000004401167,0.03542783],"genre_scores_gemma":[0.3434916,0.02383945,0.001175301,0.5876676,0.02332619,0.00004754617,0.0001132762,0.00003687011,0.02030216],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01496782,"threshold_uncertainty_score":0.05007237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2706147188951634,"score_gpt":0.4345523105744097,"score_spread":0.1639375916792463,"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."}}