{"id":"W2084674871","doi":"10.1081/pad-120024411","title":"Restructuring, Reconsidering, Reconstructing: Implications for Health Human Resources","year":2003,"lang":"en","type":"article","venue":"International Journal of Public Administration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Restructuring; Workforce; Productivity; Human capital; Human resources; Business; Health care; Public relations; Economic growth; Economics; Political science; Management; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.009421877,0.0004108317,0.0002614754,0.0009785369,0.006724078,0.009397223,0.002320188,0.006344808,0.009707124],"category_scores_gemma":[0.01025081,0.000195618,0.0004408384,0.001284438,0.02445188,0.006008763,0.004676375,0.004311944,0.000714335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007770309,"about_ca_system_score_gemma":0.01591192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009999927,"about_ca_topic_score_gemma":0.01216024,"domain_scores_codex":[0.9952198,0.003354559,0.0000669322,0.0001860713,0.0004287754,0.000743927],"domain_scores_gemma":[0.9853306,0.01020059,0.0006359278,0.0003927914,0.001254429,0.002185581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005878542,0.0001794771,0.001158513,0.0003664331,0.000008813689,0.000813944,0.01501313,0.001318511,0.0001866971,0.8759872,0.05068427,0.05422437],"study_design_scores_gemma":[0.00006324309,0.0001079085,0.003279731,0.0009928989,0.00001478435,0.0004628422,0.08275437,0.001442157,0.0003950189,0.6150062,0.2954224,0.00005844837],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01716131,0.01196708,0.005106846,0.8473673,0.001846644,0.00008453315,0.00003014718,0.00003913953,0.116397],"genre_scores_gemma":[0.8722961,0.02064727,0.007862371,0.07460572,0.003248828,0.0003559434,0.00003241775,0.00003316101,0.02091821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009999927,"threshold_uncertainty_score":0.05637783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1637781106396736,"score_gpt":0.4973640119436423,"score_spread":0.3335859013039687,"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."}}