{"id":"W1603220880","doi":"10.26686/lew.v0i0.2221","title":"New Zealand’s Migrant Asian Nurses: Recent Trends, Future Plans","year":2015,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Quarter (Canadian coin); Economic shortage; China; Population ageing; Sustainability; Medicine; Career Pathways; Workforce planning; Population; Nursing; Family medicine; Geography; Business; Economic growth; Environmental health; Medical education; 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":[0.00402265,0.0003458637,0.0003083137,0.001099437,0.001246449,0.002178711,0.0009301841,0.0009011285,0.006009996],"category_scores_gemma":[0.004442798,0.0002279896,0.0005368707,0.002446112,0.001017604,0.003278399,0.001627509,0.00143351,0.0007055632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004419375,"about_ca_system_score_gemma":0.01021934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2208063,"about_ca_topic_score_gemma":0.3760796,"domain_scores_codex":[0.9991898,0.0001240394,0.00008508997,0.0001062606,0.0002375409,0.0002573899],"domain_scores_gemma":[0.9967778,0.0003559427,0.000699753,0.00007737501,0.0008146475,0.001274484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003475376,0.0003029416,0.3787679,0.004867883,0.00008937224,0.001644248,0.03243307,0.0005697053,0.00161801,0.007248223,0.04966167,0.5224495],"study_design_scores_gemma":[0.00003264692,0.0004519556,0.7380514,0.003007028,0.0001028333,0.001161341,0.1065268,0.0007981869,0.0003136456,0.002457014,0.1469942,0.0001030136],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6352484,0.1122158,0.001263056,0.2049149,0.00195143,0.0001777533,0.002710244,0.0001339449,0.04138445],"genre_scores_gemma":[0.8120183,0.1537693,0.004302901,0.01083274,0.0009373546,0.0002412766,0.002660679,0.00004790619,0.01518949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2208063,"threshold_uncertainty_score":0.439042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03446689561004849,"score_gpt":0.3660720059131354,"score_spread":0.3316051103030869,"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."}}