{"id":"W7095390907","doi":"","title":"Australia: two sides of the same coin CHRISTINE DUFFIELD AND LINDA O’BRIEN-PALLAS Christine Duffield is Professor and Director of the Centre for Health Services Management at the University","year":2015,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Economic shortage; Health care; Health services; Quality (philosophy); Nursing shortage; Workforce planning; Community health","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":[0.004514537,0.0004899096,0.0008776448,0.001922748,0.00368631,0.005316957,0.001159385,0.005646792,0.005917834],"category_scores_gemma":[0.01517536,0.0004894881,0.0004534841,0.002964637,0.008252305,0.0108111,0.004518351,0.008349696,0.001251255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005965518,"about_ca_system_score_gemma":0.01084679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1391229,"about_ca_topic_score_gemma":0.1448634,"domain_scores_codex":[0.9933309,0.00182627,0.0004110285,0.0008151046,0.002537794,0.001078963],"domain_scores_gemma":[0.9915936,0.001876601,0.0007045302,0.0003088655,0.003339322,0.002177064],"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":[0.0001858225,0.0001139006,0.02217197,0.001844963,0.0001211075,0.001855889,0.05302517,0.0001979683,0.001048461,0.1795709,0.429016,0.3108479],"study_design_scores_gemma":[0.00001497371,0.00008048678,0.02524749,0.00335773,0.00004147567,0.001638394,0.03060823,0.0002465207,0.0002380725,0.03089248,0.9075327,0.0001015785],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01641522,0.1053915,0.001772446,0.8101214,0.02136772,0.00004194421,0.00007359143,0.00003270146,0.04478333],"genre_scores_gemma":[0.2338444,0.1815169,0.006198371,0.4378032,0.01620994,0.000153377,0.0001594216,0.0002364577,0.1238779],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1391229,"threshold_uncertainty_score":0.2766263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05260861752603026,"score_gpt":0.3909404276308572,"score_spread":0.3383318101048269,"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."}}